Open source LLM performance evaluation

[streetycat]

I will list the test results of various open-source models here. You can refer to these data to select models and configure devices. Of course, the evaluation of LLM is quite subjective. I also suggest you make evaluations more suitable for your needs based on your own requirements. Your opinions and suggestions on the evaluation methods and results are also welcome.

I will give the overall score in the first comment, and provide performance statistics in the second comment.

At present, I plan to complete the evaluation of several mainstream models first, and may also pay attention to some related fine-tuned models in the middle.

1. Alpaca
2. Vicuna
3. Mistral
4. Bloom
5. Aquila

There are several tasks that need to be handled as follows:

• Test cases
• ChatGPT-4(as a reference)
  • Execute test cases
• ChatGPT-3.5(as a reference)
  • Execute test cases
• Llama 70B Chat
  • Execute test cases
• Llama 13B Chat
  • Execute test cases
• Alpaca
  • Download model
  • Execute test cases
• Vicuna
  • Download model
  • Execute test cases
• Mistral
  • Download model
  • Execute test cases
• Falcon
  • Download model
  • Execute test cases
• Aquila
  • Download model
  • Execute test cases

[streetycat]

I'll redo it at here.

Evaluation results

Model	Common sense	Open-ended	Programming	Computational reasoning	Creative
GPT-4	80
GPT-3.5

Evaluation method

Use the online experience of each LLM to test the same set of questions respectively. Each question is scored out of 10 points. There are 5 categories in total, 10 questions in each category, and a total of 50 questions. Each category is worth 100 points, with a total score of 500 points.

• Common sense questions
• Open-ended questions
• Programming related questions
• Computational reasoning questions
• Creative questions

Each question is worth 10 points. In principle:

1. Correct answer without additional explanation, 6 points.
2. If the answer is correct but the additional explanation is superfluous, if there is an error or inaccurate statement, points will be deducted appropriately, usually 4 to 5 points.
3. If the answer is correct and the supplementary explanation is accurate and valuable, appropriate points will be awarded, usually 7 to 8 points.
4. Wrong answer, 2 points. If the relevant content is valuable, additional points will be given, usually 2 to 3 points.
5. Unable to answer or refuse to answer, 0 points.

[streetycat]

Device List

ID	CPU	Memory size	GPU
A	Intel(R) Core(TM) i5-9400F CPU @ 2.90GHz	16G	-
B	AMD Ryzen 7 5800X 8-Core Processor	128G	NVIDIA GeForce RTX 3060
C	13th Gen Intel(R) Core(TM) i7-13700K	128G	NVIDIA RTX A6000

Only CPU

Name	Download Link	Model Introduction	Performance(A)	Performance(B)	Performance(C)
Llama-2-70B-chat	Llama-2-70B-chat-GGUF	TheBloke/Llama-2-70B-chat-GGUF	-	llama_print_timings: load time = 67333.57 ms llama_print_timings: sample time = 18.90 ms / 47 runs ( 0.40 ms per token, 2486.64 tokens per second) llama_print_timings: prompt eval time = 67333.46 ms / 175 tokens ( 384.76 ms per token, 2.60 tokens per second) llama_print_timings: eval time = 56067.47 ms / 46 runs ( 1218.86 ms per token, 0.82 tokens per second) llama_print_timings: total time = 123741.27 ms	llama_print_timings: load time = 482531.21 ms llama_print_timings: sample time = 32.81 ms / 111 runs ( 0.30 ms per token, 3383.42 tokens per second) llama_print_timings: prompt eval time = 519715.31 ms / 570 tokens ( 911.78 ms per token, 1.10 tokens per second) llama_print_timings: eval time = 107253.35 ms / 110 runs ( 975.03 ms per token, 1.03 tokens per second) llama_print_timings: total time = 627724.99 ms
Llama-2-13B-chat	Llama-2-13B-chat-GGUF	TheBloke/Llama-2-13B-chat-GGUF	llama_print_timings: load time = 44175.59 ms llama_print_timings: sample time = 62.91 ms / 83 runs ( 0.76 ms per token, 1319.30 tokens per second) llama_print_timings: prompt eval time = 44175.25 ms / 185 tokens ( 238.79 ms per token, 4.19 tokens per second) llama_print_timings: eval time = 27077.26 ms / 82 runs ( 330.21 ms per token, 3.03 tokens per second) llama_print_timings: total time = 71906.77 ms	llama_print_timings: load time = 12763.66 ms llama_print_timings: sample time = 37.38 ms / 95 runs ( 0.39 ms per token, 2541.53 tokens per second) llama_print_timings: prompt eval time = 12763.55 ms / 175 tokens ( 72.93 ms per token, 13.71 tokens per second) llama_print_timings: eval time = 22880.37 ms / 94 runs ( 243.41 ms per token, 4.11 tokens per second) llama_print_timings: total time = 36057.42 ms	llama_print_timings: load time = 56523.37 ms llama_print_timings: sample time = 49.18 ms / 73 runs ( 0.67 ms per token, 1484.43 tokens per second) llama_print_timings: prompt eval time = 64706.64 ms / 598 tokens ( 108.21 ms per token, 9.24 tokens per second) llama_print_timings: eval time = 16400.27 ms / 72 runs ( 227.78 ms per token, 4.39 tokens per second) llama_print_timings: total time = 82099.84 ms
gpt4-x-alpaca-13b	gpt4-x-alpaca-13b	gpt4-x-alpaca-13b	I didn’t test it because the effect didn’t look very good.	not test	not test
vicuna-33B	vicuna-33B-GGUF	vicuna-33B-GGUF	I didn’t test it because the effect didn’t look very good.	not test	not test
mpt-30B-chat	mosaicml-mpt-30b-chat-gguf	mosaicml-mpt-30b-chat-gguf
Falcon-180B-Chat	part-a part-b part-c and join them with command: cat falcon-180b-chat.Q4_K_M.gguf-split-* > falcon-180b-chat.Q4_K_M.gguf && rm falcon-180b-chat.Q4_K_M.gguf-split-*	Falcon-180B-Chat-GGUF
aquilachat2	AquilaChat2-34B-GGUF	AquilaChat2-34B-GGUF

With GPU

Model	n_gpu_layers	Performance(B)	Performance(C)	Memory
Llama-2-13B-chat	43	llama_print_timings: load time = 6563.91 ms llama_print_timings: sample time = 39.52 ms / 97 runs ( 0.41 ms per token, 2454.39 tokens per second) llama_print_timings: prompt eval time = 6563.80 ms / 185 tokens ( 35.48 ms per token, 28.18 tokens per second) llama_print_timings: eval time = 2659.15 ms / 96 runs ( 27.70 ms per token, 36.10 tokens per second) llama_print_timings: total time = 9653.26 ms	llama_print_timings: load time = 3669.67 ms llama_print_timings: sample time = 20.01 ms / 73 runs ( 0.27 ms per token, 3647.63 tokens per second) llama_print_timings: prompt eval time = 3856.10 ms / 642 tokens ( 6.01 ms per token, 166.49 tokens per second) llama_print_timings: eval time = 1176.83 ms / 72 runs ( 16.34 ms per token, 61.18 tokens per second) llama_print_timings: total time = 5751.94 ms
Llama-2-70B-chat	83	n_gpu_layers=24 llama_print_timings: load time = 12639.14 ms llama_print_timings: sample time = 27.72 ms / 59 runs ( 0.47 ms per token, 2128.20 tokens per second) llama_print_timings: prompt eval time = 12639.07 ms / 185 tokens ( 68.32 ms per token, 14.64 tokens per second) llama_print_timings: eval time = 58749.19 ms / 58 runs ( 1012.92 ms per token, 0.99 tokens per second) llama_print_timings: total time = 71768.85 ms	llama_print_timings: load time = 5321.81 ms llama_print_timings: sample time = 30.52 ms / 111 runs ( 0.27 ms per token, 3637.56 tokens per second) llama_print_timings: prompt eval time = 5918.75 ms / 594 tokens ( 9.96 ms per token, 100.36 tokens per second) llama_print_timings: eval time = 7527.38 ms / 110 runs ( 68.43 ms per token, 14.61 tokens per second) llama_print_timings: total time = 14166.71 ms
gpt4-x-alpaca-13b	43	not test	llama_print_timings: load time = 3662.26 ms llama_print_timings: sample time = 30.26 ms / 110 runs ( 0.28 ms per token, 3634.68 tokens per second) llama_print_timings: prompt eval time = 0.00 ms / 1 tokens ( 0.00 ms per token, inf tokens per second) llama_print_timings: eval time = 3536.55 ms / 110 runs ( 32.15 ms per token, 31.10 tokens per second) llama_print_timings: total time = 3662.29 ms	20G
vicuna-33B	63	not test	llama_print_timings: load time = 4230.47 ms llama_print_timings: sample time = 7.96 ms / 29 runs ( 0.27 ms per token, 3642.76 tokens per second) llama_print_timings: prompt eval time = 8233.60 ms / 2238 tokens ( 3.68 ms per token, 271.81 tokens per second) llama_print_timings: eval time = 2005.19 ms / 28 runs ( 71.61 ms per token, 13.96 tokens per second) llama_print_timings: total time = 12373.79 ms	47GB
mpt-30B-chat
Falcon-180B-Chat	32		llama_print_timings: load time = 12585.38 ms llama_print_timings: sample time = 88.64 ms / 360 runs ( 0.25 ms per token, 4061.60 tokens per second) llama_print_timings: prompt eval time = 12585.33 ms / 20 tokens ( 629.27 ms per token, 1.59 tokens per second) llama_print_timings: eval time = 550218.07 ms / 359 runs ( 1532.64 ms per token, 0.65 tokens per second) llama_print_timings: total time = 563705.21 ms	45GB
aquilachat2

[streetycat]

Common sense questions

Question	Reference answer
Who is the author of "Harry Potter"?	J. K. Rowling
Who was the first President of the United States?	George Washington
What is the next sentence of "A time for war" in the poem "A Time for Everything"?	and a time for peace.
What is the Pulitzer Prize about?	news
What is the longest river that flows into the Atlantic Ocean?	Amazon River
List all the planets in the solar system	Mercury,Venus,Earth,Mars,Jupiter,Saturn,Uranus,Neptune
Will a person who cannot swim sink in the Dead Sea?	No, the density of the water in the Dead Sea is higher than that of the human body, so people will float on the water.
When does water boil at a temperature less than 100 degrees Celsius?	When the external atmospheric pressure on the water is less than one atmosphere (101.325KPa), the boiling point of water will be less than 100°C.
Why do the four seasons of spring, summer, autumn and winter change?	Due to the fact that the Earth's axis of rotation is not perpendicular to its orbit around the sun, direct sunlight sweeps north and south with the equator as the center and the Tropic of Cancer as the boundary. This cycle occurs once a year, resulting in the phenomenon of alternating seasons on Earth.
The cuckoo bird doesn't make a nest, so she lays her eggs in other birds' nests, right?	yes

Open-ended questions

Question	Reference answer

Programming related questions

Question	Reference answer

Computational reasoning questions

Question	Reference answer

Creative questions

Question	Reference answer

[streetycat]

GPT-4

Common sense

Question	Answer	Score
Who is the author of "Harry Potter"?	The author of "Harry Potter" is J.K. Rowling.	8
Who was the first President of the United States?	The first President of the United States was George Washington. He served two terms from 1789 to 1797.	8
What is the next sentence of "A time for war" in the poem "A Time for Everything"?	"A Time for Everything" is a poem that appears in the Bible, specifically in the Book of Ecclesiastes 3:1-8. The line "A time for war" is followed by "and a time for peace." So the full verse is: "A time for war, and a time for peace."	8
What is the Pulitzer Prize about?	The Pulitzer Prize is an award for achievements in newspaper, magazine and online journalism, literature, and musical composition within the United States. It was established in 1917 by provisions in the will of Joseph Pulitzer, who had made his fortune as a newspaper publisher and is administered by Columbia University in New York City. Prizes are awarded yearly in twenty-one categories. In twenty of these, each winner receives a certificate and a US$15,000 cash award (raised from $10,000 in 2017). The winner in the public service category is awarded a gold medal. The categories have evolved over time to keep up with changes in the media industry and now include awards for investigative reporting, commentary, criticism, and photography, among others. There are also prizes for fiction, drama, history, biography, poetry, general non-fiction, and music.	8
What is the longest river that flows into the Atlantic Ocean?	The longest river that flows into the Atlantic Ocean is the Amazon River in South America. It's also considered the second longest river in the world, after the Nile, although there are some who argue that the Amazon is actually the longest. The length of the Amazon River is approximately 6,400 km (4,000 miles). The Amazon has the largest drainage basin in the world, about 7,050,000 square kilometers (2,720,000 sq mi), which accounts for approximately one-fifth of the world's total river flow.	8
List all the planets in the solar system	Sure, here are the eight recognized planets in the solar system, listed in order of their proximity to the Sun: 1. Mercury 2. Venus 3. Earth 4. Mars 5. Jupiter 6. Saturn 7. Uranus 8. Neptune Pluto was formerly classified as the ninth planet from the Sun. However, in 2006, the International Astronomical Union (IAU) redefined the definition of a "planet," and Pluto did not meet all the criteria. So, it was reclassified as a "dwarf planet." Despite this, Pluto remains an important part of the solar system and is the largest object in the Kuiper Belt, a region of the solar system beyond the orbit of Neptune that is populated by many small icy bodies.	8
Will a person who cannot swim sink in the Dead Sea?	No, a person who cannot swim will generally not sink in the Dead Sea due to its extremely high salinity. The salt content of the Dead Sea is so high (about 9.6 times saltier than the ocean) that it significantly increases the density of the water. This high density provides a buoyancy that makes it easy for people to float on the surface, even if they can't swim. However, it's important to note that while a person may not sink, there are still risks involved. For example, if a person were to turn face-down in the water, they might have difficulty turning face-up again due to the buoyancy. Also, the water is not safe to ingest or inhale, and the high salt content can be irritating to the eyes and skin. So, even though a non-swimmer won't sink in the Dead Sea, caution is still needed.	8
When does water boil at a temperature less than 100 degrees Celsius?	Water boils at temperatures less than 100 degrees Celsius under conditions of lower atmospheric pressure. The boiling point of water - the temperature at which it changes from a liquid to a gas - is dependent on the surrounding pressure. At sea level, where atmospheric pressure is defined as 1 atmosphere (atm), water boils at 100 degrees Celsius. However, as you increase in altitude, the atmospheric pressure decreases. This is why water boils at a lower temperature on top of a mountain than it does at sea level. For example, at the top of Mount Everest, the pressure is about one-third of sea level pressure, causing water to boil around 70 degrees Celsius. In a similar vein, if you were to artificially create a vacuum or low-pressure environment (like in a vacuum chamber), water could boil at room temperature or even lower. This is due to the lack of pressure allowing the water molecules to transition to gas more easily.	8
Why do the four seasons of spring, summer, autumn and winter change?	The four seasons - spring, summer, autumn (or fall), and winter - change due to the tilt of the Earth's axis and its orbit around the Sun. Here's a more detailed explanation: 1. Tilt of the Earth's Axis: The Earth's axis is tilted at an angle of approximately 23.5 degrees relative to its orbit around the Sun. This tilt means that as the Earth orbits the Sun, different parts of the Earth receive different amounts of sunlight at different times of the year. 2. Earth's Orbit Around the Sun: As the Earth orbits the Sun, the tilt of the Earth's axis means that the Sun appears to move north and south over the course of the year. This change in the Sun's position in the sky changes the intensity and duration of the sunlight received at different latitudes on Earth. During summer, the Earth's axis is tilted towards the Sun, which means the Sun is higher in the sky, the days are longer, and the weather is generally warmer. During winter, the Earth's axis is tilted away from the Sun, which means the Sun is lower in the sky, the days are shorter, and the weather is generally colder. Spring and autumn are transition periods between summer and winter. During spring and autumn, the tilt of the Earth's axis is such that the amount of daylight is roughly equal to the amount of night. It's important to note that the timing and characteristics of the seasons can vary depending on the geographic location. For example, countries near the equator experience very little change in seasons, while countries near the poles experience more extreme seasonal variations.	8
The cuckoo bird doesn't make a nest, so she lays her eggs in other birds' nests, right?	Yes, you're correct. The cuckoo bird is known for a behavior called brood parasitism. Rather than building their own nests and caring for their own young, many species of cuckoos lay their eggs in the nests of other bird species. Here's how it typically works: Egg Laying: A female cuckoo watches for when the host bird leaves its nest. When the nest is unattended, the cuckoo quickly flies in and lays her egg. Egg Camouflage: Cuckoo eggs often mimic the color and pattern of the host bird's eggs to avoid detection. Some cuckoo species can even lay eggs that closely match a variety of host bird species. Host Bird Care: The host bird typically incubates the cuckoo's egg along with its own, not realizing that it's been tricked. Cuckoo Chick Behavior: Once the cuckoo chick hatches, it often pushes the other eggs or young birds out of the nest to eliminate competition for food. The host parents continue to feed and care for the cuckoo chick until it's ready to leave the nest. This behavior allows cuckoos to save energy and resources because they don't have to rear their own chicks. However, it's detrimental to the host species, which waste their energy and resources raising the cuckoo's offspring.	8

Open-ended

Programming

Computational reasoning

Creative

[waterflier]

Great job! The LLM has some tests based on standard datasets, which are referenced each time when they released. But in fact, I've never looked closely at the content of these standard datasets~~ Is your test set different from them?

My thought is, since our Agent can switch LLM kernels, then an intuitive test would be to define a slightly complex Agent task, and then we can compare the task completion of Agents using different LLM kernels, right?

[streetycat]

Great job! The LLM has some tests based on standard datasets, which are referenced each time when they released. But in fact, I've never looked closely at the content of these standard datasets~~ Is your test set different from them?

My thought is, since our Agent can switch LLM kernels, then an intuitive test would be to define a slightly complex Agent task, and then we can compare the task completion of Agents using different LLM kernels, right?

Well, you are right, the purpose of my doing this work is to help users choose the LLMs they need and configure the appropriate equipment.

The tests mentioned above are common items for LLM evaluation. There are already many on the Internet. It is actually very repetitive for me to still do these tasks. Your idea is more in line with the current needs of our system.

I'd like to do some targeted testing on our system:

Construct a complex scene, and finally let LLM output content from different dimensions. We set several key information for this content in advance and score it according to the correctness, completeness, fluency, etc. of the output content.

At present, our demand for LLM capabilities may focus on the following dimensions:

1. Summary ability
2. Logical reasoning ability
3. Planning ability
4. Ability to assign roles and tasks
5. ?

Based on the above dimensions, we require LLM to output corresponding content, and then output a score that is as objective as possible.

[streetycat]

Regarding this work, I have thought of a new plan:

1. Construct a chaotic home renovation scene in the form of group chat;
   • Many people have encountered this scenario, so it's relatively easy to understand;
   • Many different roles can participate, such as several family members, customer manager, designer, construction manager, bricklayer, electrician, tiler, supervisor, accountant, property management personnel, etc.
   • The progress of the project requires planning and coordination.
   • The chaotic situation can be made complex.
2. Based on the above conversation, ask various LLMs questions from different dimensions and score the quality of the answers:
   • Logical reasoning:
     • Design and draw a table for these characters according to their units and roles. If there is duplicate information, try to merge them into the same cell;
     • Organize the relationships between these characters;
   • Summarizing ability:
     • Select a few dialogues and summarize the affairs these characters are discussing;
   • Planning ability:
     • According to the content of the conversation, break down the project into small tasks again, make a plan, and notify each person in charge to start work according to the plan.

[streetycat]

I have a partially completed script that involves a group of people discussing home renovation. The script is lengthy and we have eliminated parts that serve as fillers with no substantive content. Now, we need to test the model's understanding and processing power with respect to the script.

Tasks

1. Summarization Test

   • Task Description: Please have the model summarize the discussion content of the characters in the script in a concise sentence.

   • Scoring Rules:

     • Deduct 1 point for each mention of irrelevant or incorrect content.
     • Deduct 1 point for paraphrasing the original text. If only paraphrasing, a maximum of 3 points can be earned.
     • If the model summarizes the two main themes of "home renovation" and "coordination chaos", it earns 7 points. If only one is mentioned, 6 points are earned. An additional point is given for summarizing other reasonable content.

2. Comprehension Test

   • Task Description: Please have the model list the identities and skills of the characters in the script in a table format, and provide the basis for inference.

   • Reference Answer:

   Name	Position	Skills
   John	Project Manager	Managing overall project progress
   Sarah	Procurement Manager	Purchasing materials
   Mike	Demolition Worker	Removing obsolete facilities
   Tom	Mason	Cement, tile related tasks
   David	Painter	Painting walls, applying paint
   Susan	Property Manager	Managing personnel and material ingress/egress
   James	Carpenter	Woodworking
   Steve	Plumber/Electrician	Designing and installing plumbing and electrical systems

   • Scoring Rules: Each person's identity and skill earn 1 points. If the provided basis doesn't match, deduct 0.5 points. Presented in tabular form, 2 points.

3. Logical Reasoning Test

   • Task Description: Please have the model analyze the problems that occurred in the renovation work in the script, how much loss each problem caused. Who is the person with the greatest responsibility in the entire project and explain why.

   • Reference Answer:

   Mistake	Loss	Explanation	Score
   Concurrent work during wet cement	Tom's overtime		1
   Sarah didn't contact suppliers in time	Delayed tile application by two days, extra half-day wage for Tom		Each loss item 0.5, each loss quantity 0.5
   David's painting caused floor mess	Tom had to clean the floor again, delayed tile application by one day		Each loss item 0.5, each loss quantity 0.5
   Premature gap repair by the painter	Repair work ineffective		2
   Steve started work too late	Wasted materials, re-digging renovated floor, delayed progress, aesthetic impact		Material, progress, aesthetics each 0.5

   • Scoring Rules:

   Deduct 1 point for mentioning a mistake not mentioned in the script. 1 point will be added for mentioning actual errors other than those mentioned above.

   John is the person with the greatest responsibility, with a suitable reason given, 3 points; if the reason is not reasonable, 2 points. Steve, with a suitable reason given, 2 points; if the reason is not reasonable, 1 point. Susan, 0 points. Other people, 1 point, if the reason is not reasonable, 0.5 points. If multiple people are pointed out as the most responsible, deduct 1 point, minimum 0 points.

   The minimum total score is 1 point and the maximum is 10 points.

4. Process Planning Test

   • Task Description: Please have the model re-coordinates the workflow according to the working hours in the script, let John reassign their work in a dialogue format, express the work assignment in the format of "@name", and reduce waste of working hours and materials.

   • Reference Process:

     1. Remove old facilities
     2. Lay water and electrical pipes
     3. Install ceiling
     4. Level the floor and apply tiles
     5. Paint the walls
     6. Repair damage and gaps

   • Scoring Rules: Expand according to the above process, 8 points. The ceiling, wall and ground work are reversed, 7 points. These three items have their own advantages and disadvantages in terms of site protection, which allows each model to make its own decisions to a certain extent. If one of the other processes is reversed, 5 points. 1 point will be deducted for each missing or conflicting item (one wrong item will inevitably lead to other wrong items, calculated based on the minimum number of items that need to be moved in the recovery order).

1 point for copying the original script, 2 points for fixing some problems based on the original script.

Contents

John (5.10 14:00): Hello everyone, we're starting work officially tomorrow. We need to remove all the previous decor, including the floors, walls, ceiling, and the old pipes and wires too.
Mike (5.10 14:01): I'll be there on time tomorrow.

Mike (5.11 8:00): @john, good morning, I have arrived. I should be able to finish demolishing the floor today.
Mike (5.11 17:00): @john, the floor has been fully demolished today.
John (5.11 17:05): Good job, @tom, we can start leveling the floor tomorrow.

Mike (5.12 8:00): I'll be demolishing the walls and ceiling today.
Tom (5.12 8:10): @john, good morning, I have arrived and am ready to start work.
Tom (5.12 12:00): Oh no, @mike, are those footprints on the floor yours? @john, all other work should stop and wait for the cement to dry. This might take a day, and we can continue with other tasks the day after.
John (5.12 12:05): Understood, @mike, let's stop here for today. We'll continue with the remaining work the day after tomorrow.
Tom (5.12 20:50): The floor is finally leveled and the damage has been repaired.
John (5.12 20:51): You worked until now? That's indeed hard work! Thank you!

Tom (5.14 8:00): I'm ready to lay the tiles, @john, where did you keep the tiles?
Sarah (5.14 8:01): Oh no, I was so busy yesterday that I forgot to arrange for the delivery. They require a day's notice. I'll call them now to see if they can deliver the tiles immediately.
John (5.14 8:01): That's unfortunate, @tom, maybe you can go back for now. We might not be able to lay the tiles today.
Tom (5.14 8:01): Oh no! But you'll have to pay me for half a day's work because I've already started.
Sarah (5.14 8:05): I'm really sorry, the supplier said the earliest they can deliver is tomorrow.
John (5.14 8:05): Let's communicate again after the tiles are delivered tomorrow. We'll probably start laying the tiles the day after tomorrow. This is our mistake, I agree to pay you for half a day's work. @tom
Mike (5.14 8:10): Looks like I'm the only one working today.
Mike (5.14 17:00): My demolition work is finally over, and the floor has been cleaned up!
John (5.14 17:00): @david, we can start painting the walls tomorrow.

David (5.15 8:00): @john, I'm preparing to plaster the walls today.
Susan (5.15 15:00): @john, someone is here to deliver tiles for your house. They're at the entrance of our community.
John (5.15 15:01): Yes, please let them in, thank you.
John (5.15 15:01): Great, @tom, let's start laying the tiles tomorrow.
David (5.15 18:00): @john, the walls have been plastered today, and I'll be sanding them tomorrow.

David (5.16 8:00): Starting work.
Tom (5.16 8:10): @david, you can start sanding the rooms. I'll be laying tiles in the bathroom and kitchen today, these two rooms don't need to be painted.
David (5.16 17:00): I've sanded all the walls in the house today.
Tom (5.16 17:00): I've finished laying the tiles in the bathroom and kitchen today, but we can't step on them until the day after tomorrow.
Tom (5.16 17:05): @david, the dust from sanding the walls has fallen on the floor, this might leave gaps between the tiles and the floor. So, I'll have to wash the floor with water tomorrow and wait for it to dry, returning it to its leveled state.
David (5.16 17:06): Why don't I finish painting tomorrow before cleaning it up, otherwise the floor will get dirty again.
John (5.16 17:10): @david, you're right. @tom, let's not lay the tiles tomorrow, we'll do it the day after tomorrow.

David (5.17 8:00): @john, the walls will look nice once I finish painting today.
David (5.17 17:00): The painting is finished, it'll be dry after airing overnight.

Tom (5.18 11:00): @john, I've cleaned the floor, it can be tiled once it's dry.

Tom (5.19 8:00): Finally, I can start laying the tiles.
Tom (5.19 15:00): @john, I've almost finished tiling, but I noticed there will be gaps where it meets the wall. After the tiles set the day after tomorrow, we'll need @david to fill it in.
Tom (5.19 19:30): @john, the tiling is complete, remember not to let anyone step on it until the day after tomorrow.

John (5.20 10:30): @james, the floors and walls are almost done. @david will do some touch-ups tomorrow. @james, let's start installing the ceiling and doors and windows tomorrow.

David (5.21 8:00): @john, I'm going to fill the gaps at the base of the walls today, it should take about two hours.
James (5.21 8:00): @david, hello, while you're fixing the base of the walls, I'll start on the bathroom and kitchen ceilings.
David (5.21 10:30): I'm done, ending work for today.
Steve (5.21 11:01): @john, according to your chat progress, the floor and walls have been installed. What about our plumbing and wiring?
John (5.21 11:01): What should we do now?
Steve (5.21 11:02): We can only reopen the floor and walls, and dig deep enough to bury the pipes. This means a lot of previous work will be wasted, or we can lay the pipes on the floor.
Steve (5.21 11:05): For aesthetics, we can lay the pipes along the base of the walls. Once furniture is placed, most of the pipes will be hidden. However, this will consume a lot of pipes and cables.
Tom (5.21 11:06): Maybe we can dig along the base of the wall and bury the pipes. In this way, we only need to dismantle the decorated base of the wall, and most of the engineering can be retained. Can we also consider it? If you excavate normally in a straight line, the flat ground and ceramic tiles in front will indeed have to be removed and remade. Of course, in doing so, material waste cannot be avoided.
John (5.21 11:07): That's a good idea.
David (5.21 11:30): Ah, so the work I did this morning is about to be demolished?
James (5.21 12:00): Can I continue my work today?
Steve (5.21 12:01): The ceiling is on the roof, so it shouldn't be a big problem. However, if you want to install lights inside, you need to leave an opening near the base of the wall for the cables. The positions of the doors and windows might need to be wired, so hold off for now.
James (5.21 12:02): That's fine.
James (5.21 15:30): I've installed all the ceilings today, I've left the corner positions uninstalled.
John (5.21 15:31): @mike, come over tomorrow to help me dig some trenches at the wall corners. @Steve, can you come over tomorrow morning to arrange the specific positions of the pipes?
Steve (5.21 15:33): Sure, I'll be there tomorrow morning.
John (5.21 16:00): Alright.

[streetycat]

Next, I will record the test results of each model in the following format.

Model name:

question:

Answer:

score:

illustrate:

Of course, the next review is a table of scores for each model.

[streetycat]

Model name	Summarization	Comprehension	Logical	Planning
ChatGPT 4	7	10	6.5	6
ChatGPT 3.5	7	8.5	7.5	1
llama-70B	7	7.5	6.5	3
llama-13B	6	7.5	5	4
gpt4-x-alpaca-13b.gguf.q8_0.bin	0	0	0	0
vicuna-33b.Q8_0.gguf	1	1	0.5	0

[streetycat]

Model name:

ChatGPT4

question:

Please have the model summarize the discussion content of the characters in the script in a concise sentence.

Answer:

John coordinates a home renovation project, dealing with various complications like outdated decor, floor demolition, wall plastering, and tile laying. The team encounters issues such as wet cement footprints, forgotten tile delivery, and dust from wall sanding. They also face a major oversight when they realize the plumbing and wiring haven't been installed, leading to discussions about reopening the floor and walls or laying the pipes on the floor. The team decides to dig trenches at the wall corners to bury the pipes, preserving most of the previous work.

score:

7

illustrate:

question:

Please have the model list the identities and skills of the characters in the script in a table format, and provide the basis for inference.

Answer:

Here's a table summarizing the identities and skills of the characters in your script:

Character	Skills / Role	Basis for Inference
John	Project manager / Homeowner	John seems to be the one coordinating the work and communicating with all the other workers. He also appears to be the one making decisions about the project, which suggests that he might be the homeowner.
Mike	Demolition and cleanup	Mike is responsible for demolishing the old decor and cleaning up the floor. He also helps with digging trenches later on.
Tom	Floor leveling and tile laying	Tom is responsible for leveling the floor and laying the tiles. He also suggests a solution for laying the pipes and wires.
Sarah	Supplies coordination	Sarah arranges for the delivery of the tiles.
David	Plastering, sanding, painting walls, and filling gaps	David is responsible for plastering and sanding the walls, painting them, and filling the gaps at the base of the walls.
Susan	Neighbor or community member	Susan informs John about the tile delivery, so she might be a neighbor or a member of the same community.
James	Ceiling and door/window installation	James is responsible for installing the ceilings, doors, and windows.
Steve	Plumbing and wiring	Steve is responsible for arranging the specific positions of the pipes and wires, and provides advice on how to proceed with the installation.

This table was created based on the tasks each character performed or was assigned to perform, as well as their interactions with other characters in the script.

score:

10

illustrate:

question:

Please have the model analyze the problems that occurred in the renovation work in the script, how much loss each problem caused. Who is the person with the greatest responsibility in the entire project and explain why.

Answer:

Based on the provided script, the renovation project encountered a series of problems that led to delays, additional costs, and rework. Here are the identified issues:

Footprints on wet cement (5.12): Mike left footprints on the freshly leveled floor, which required a day's time for Tom to fix. This caused a one-day delay in the project.

Delay in tile delivery (5.14): Sarah forgot to arrange for the tile delivery on time. This caused a half-day's loss of work for Tom and a one-day delay in the project.

Dust from wall sanding (5.16): David's sanding of the walls led to dust settling on the freshly laid tiles, which could have caused gaps between the tiles and the floor. This led to another day's delay as Tom had to clean the floor and wait for it to dry.

Omission of plumbing and wiring (5.21): John forgot to coordinate the plumbing and wiring work before the walls and floors were completed. This resulted in the need to reopen the floor and walls, leading to a significant amount of rework and additional material costs.

Losses:

Footprints on wet cement: One day of delay, but no additional material costs.
Delay in tile delivery: Half a day's worth of Tom's wages, one day of delay, and potential rush delivery fees for the tiles.
Dust from wall sanding: One day of delay but no additional material costs.
Omission of plumbing and wiring: Significant rework time for Mike, David, and Tom, additional material costs for pipes and cables, and an extended project delay.
Person with the greatest responsibility:

The person with the greatest responsibility in this project is John, the project owner. He is responsible for coordinating the work and ensuring that all tasks are completed in the correct order. However, he failed to plan for the plumbing and wiring before the walls and floors were completed, which resulted in a significant amount of rework and additional costs. He also did not prevent the issue with the footprints on the cement and the dust from wall sanding, which further delayed the project. Although Sarah also made a mistake in forgetting to order the tiles, it is ultimately John's responsibility to oversee all aspects of the project and ensure that mistakes are avoided.

score:

6.5

illustrate:

The error of footprints on the ground was successfully found and the workload problem was identified, but Tom only worked overtime to complete the repair, which did not cause any delay in the construction period. 0.5

Delay in tile delivery (5.14): Sarah forgot to arrange for the tile delivery on time. This caused a half-day's loss of work for Tom and a one-day delay in the project.

From an engineering perspective, Tom did not actually work and received half a day's salary in vain. It only answered correctly that the construction period was delayed, but the quantity was wrong. 0.5

Dust from wall sanding (5.16): David's sanding of the walls led to dust settling on the freshly laid tiles, which could have caused gaps between the tiles and the floor. This led to another day's delay as Tom had to clean the floor and wait for it to dry.

The additional work content and lost construction period and quantity are all answered correctly, 1.5

Omission of plumbing and wiring (5.21): John forgot to coordinate the plumbing and wiring work before the walls and floors were completed. This resulted in the need to reopen the floor and walls, leading to a significant amount of rework and additional material costs.

Materials and construction period, 0.5 each, total 1

The person with the greatest responsibility in this project is John.

3

question:

The following is a script in the form of a dialogue. Please identify the timing in the original script and the redundant extra work content and abnormal remedial measures caused by work errors. And re-coordinate various tasks according to the working hours in the script to generate a new script. In the new script, it is assumed that everyone can complete their work accurately and on time, and all processes are re-optimized into a normal engineering sequence to minimize With no waste of man-hours and materials, you can adjust the order of all construction. Ask John to rearrange their work in a conversational manner, and assign work in the format of "@name".

Answer:

Based on the original script, the main issues are:

1. Lack of proper planning and coordination. The sequence of work was not planned properly, leading to unnecessary rework and waste of time.
2. The floor was leveled before the demolition was completed, leading to damage and rework.
3. The tiles were not delivered on time, causing a delay in the tiling work.
4. The dust from sanding the walls fell on the freshly laid tiles, causing rework.
5. The plumbing and wiring were not considered in the initial plan, leading to more rework and waste of materials.

The new script will address these issues and optimize the sequence of work to minimize waste and rework.

John (5.10 14:00): @Mike, @Tom, @David, @James, @Steve, @Sarah, we're starting work officially tomorrow. We need to remove all the previous decor, including the floors, walls, ceiling, and the old pipes and wires too. The sequence of work will be demolition, plumbing and wiring, floor leveling, wall plastering, painting, tiling, and finally, installing the ceiling, doors, and windows. 

John (5.10 14:05): @Sarah, please arrange for the delivery of tiles so they arrive by 5.14.

Mike (5.11 8:00): @John, I've started demolishing the floor.
Mike (5.11 17:00): @John, the floor has been fully demolished. 

John (5.12 8:00): @Mike, please proceed with the demolition of the walls and ceiling. @Steve, we're ready for you to start planning the plumbing and wiring.

Mike (5.12 17:00): @John, the walls and ceiling have been fully demolished. 

John (5.13 8:00): @Tom, we're ready for you to start leveling the floor. @Steve, please proceed with the plumbing and wiring.

Tom (5.14 8:00): @John, the floor is leveled. 

John (5.14 8:05): @David, please start plastering the walls. 

David (5.15 8:00): @John, the walls have been plastered and will be ready for sanding tomorrow. 

John (5.16 8:00): @David, please proceed with sanding the walls. 

David (5.16 17:00): @John, the walls have been sanded and are ready for painting. 

John (5.17 8:00): @David, please start painting the walls. 

David (5.17 17:00): @John, the walls have been painted and will be dry by tomorrow.

John (5.18 8:00): @Tom, please start laying the tiles. 

Tom (5.19 8:00): @John, the tiling is complete. 

John (5.20 8:00): @James, please start installing the ceiling, doors, and windows. 

James (5.21 8:00): @John, the ceiling, doors, and windows have been installed. 

John (5.22 8:00): @All, we've completed the work as planned. Thank you for your hard work. 

This new script assumes that everyone will complete their work accurately and on time. It also ensures that the sequence of work is logical and minimizes the need for rework.

score:

6

illustrate:

• Approximate order:
  Make an appointment for ceramic tile materials
  demolish the floor
  Lay pipes, remove ceilings and walls
  Level the ground
  Paint the walls
  laying tiles
  ceiling, doors and windows

The order is roughly correct, with the ceiling, walls and floor in reverse order. Missing defect and damage repair steps， 6

[streetycat]

Model name:

ChatGPT3.5

question:

Please have the model summarize the discussion content of the characters in the script in a concise sentence.

Answer:

The characters discuss their progress and plans for the renovation project, including tasks such as demolishing floors, walls, and ceilings, leveling the floor, laying tiles, plastering walls, sanding, painting, and filling gaps. They also consider the placement of pipes and wiring, as well as the installation of ceilings, doors, and windows. Some setbacks occur, such as delays in tile delivery and the need to redo work due to plumbing considerations. Overall, they coordinate their efforts and adjust their schedule accordingly.

score:

7

illustrate:

question:

Please have the model list the identities and skills of the characters in the script in a table format, and provide the basis for inference.

Answer:

Based on the provided script, here is a table listing the identities and skills of the characters:

Character	Identified Skills
John	Organizing, coordinating, decision-making
Mike	Demolition, cleaning
Tom	Demolition, leveling, tiling, cleaning
Sarah	Supplier coordination
David	Plastering, sanding, painting, gap filling
Susan	Communication
James	Ceiling installation
Steve	Plumbing and wiring coordination

Inference basis:

• John is identified as the person in charge, as he is the one initiating the conversation, giving instructions, and making decisions.
• Mike is responsible for demolition work, as he mentions demolishing the floor, walls, and ceiling.
• Tom is involved in demolition work, leveling the floor, tiling, and cleaning.
• Sarah is responsible for coordinating the delivery of tiles.
• David is involved in plastering, sanding, painting, and filling gaps in the walls.
• Susan informs John about the tile delivery.
• James is responsible for installing the ceilings.
• Steve is involved in coordinating the plumbing and wiring work.

score:

8.5

illustrate:

Tom did not participate in the demolition, but started the work simultaneously. 0.5
Susan only verified the delivery information by calling and allowed the goods to enter after obtaining permission. She is a property manager. 0

question:

Please have the model analyze the problems that occurred in the renovation work in the script, how much loss each problem caused. Who is the person with the greatest responsibility in the entire project and explain why.

Answer:

Analyzing the problems that occurred in the renovation work, we can identify the following issues and their associated losses:

1. Delay in leveling the floor (5.11): When Mike accidentally left footprints on the freshly poured cement, Tom rightly pointed out that the work needed to stop until the cement dried. This delay caused a loss of one day's work for the entire team.

2. Failure to arrange tile delivery (5.14): Sarah forgot to arrange for the delivery of tiles, resulting in a delay in the tiling process. Tom had already started working, so the team had to pay him for half a day's work without any progress. This mistake caused a loss of half a day's work for Tom.

3. Dust from sanding the walls (5.16): The dust from sanding the walls fell on the floor, potentially causing gaps between the tiles and the floor. To prevent this, Tom had to wash the floor with water and wait for it to dry, delaying the tiling process. This delay caused a loss of one day's work for the team.

4. Gap between tiles and walls (5.19): Tom noticed that there would be gaps between the tiles and the walls after they set. David would need to fill in these gaps, requiring additional work. This issue added extra work for David, resulting in a loss of time and effort.

5. Rework for plumbing and wiring (5.21): Steve pointed out that the plumbing and wiring needed to be buried, which required reopening the floor and walls. This decision led to the demolition of previous work done by David and James, resulting in material waste and loss of time and effort.

Considering the entire project, the person with the greatest responsibility for the problems would be John, the project manager. John is responsible for overseeing the renovation work and ensuring smooth progress. However, he failed to anticipate and address potential issues, leading to delays, rework, and material waste. For example, John didn't arrange for tile delivery in advance, didn't account for the potential dust issue during wall sanding, and didn't plan the plumbing and wiring properly from the beginning. These oversights demonstrate a lack of effective project management and coordination, making John the person with the greatest responsibility for the problems in the project.

score:

7.5

illustrate:

The error of footprints on the ground was successfully found and the workload problem was identified, but Tom only worked overtime to complete the repair, which did not cause any delay in the construction period. 0.5

Failure to arrange tile delivery (5.14): Sarah forgot to arrange for the delivery of tiles, resulting in a delay in the tiling process. Tom had already started working, so the team had to pay him for half a day's work without any progress. This mistake caused a loss of half a day's work for Tom.

From an engineering perspective, Tom did not actually work and received half a day's salary in vain. It only answered correctly that the construction period was delayed, but the quantity was missed. 1

3. Dust from sanding the walls (5.16): The dust from sanding the walls fell on the floor, potentially causing gaps between the tiles and the floor. To prevent this, Tom had to wash the floor with water and wait for it to dry, delaying the tiling process. This delay caused a loss of one day's work for the team.

1.5

4. Gap between tiles and walls (5.19): Tom noticed that there would be gaps between the tiles and the walls after they set. David would need to fill in these gaps, requiring additional work. This issue added extra work for David, resulting in a loss of time and effort.

There is always a process of repairing flaws and gaps, but this problem is due to timing issues that render the work ineffective, not because of the gaps themselves. 1

5. Rework for plumbing and wiring (5.21): Steve pointed out that the plumbing and wiring needed to be buried, which required reopening the floor and walls. This decision led to the demolition of previous work done by David and James, resulting in material waste and loss of time and effort.

Materials and construction period, 0.5 each, total 1

The person with the greatest responsibility in this project is John.

3

question:

The following is a script in the form of a dialogue. Please identify the timing in the original script and the redundant extra work content and abnormal remedial measures caused by work errors. And re-coordinate various tasks according to the working hours in the script to generate a new script. In the new script, it is assumed that everyone can complete their work accurately and on time, and all processes are re-optimized into a normal engineering sequence to minimize With no waste of man-hours and materials, you can adjust the order of all construction. Ask John to rearrange their work in a conversational manner, and assign work in the format of "@name".

Answer:

New Script:

John (5.10 14:00): Hello everyone, we're starting work officially tomorrow. We need to remove all the previous decor, including the floors, walls, ceiling, and the old pipes and wires too.

Mike (5.10 14:01): I'll be there on time tomorrow.

Mike (5.11 8:00): @John, good morning, I have arrived. I should be able to finish demolishing the floor today.

Mike (5.11 17:00): @John, the floor has been fully demolished today.

John (5.11 17:05): Good job, @Mike. Let's start leveling the floor tomorrow.

Mike (5.12 8:00): I'll be demolishing the walls and ceiling today.

Tom (5.12 8:10): @John, good morning, I have arrived and am ready to start work.

Tom (5.12 12:00): @Mike, please be careful not to step on the floor. We need to let the cement dry. Let's pause the other work until tomorrow.

John (5.12 12:05): Understood, @Mike. Let's stop here for today. We'll continue with the remaining work the day after tomorrow.

Tom (5.12 20:50): The floor is finally leveled, and the damage has been repaired.

John (5.12 20:51): You worked until now? That's indeed hard work! Thank you!

Tom (5.14 8:00): I'm ready to lay the tiles, @John, where did you keep the tiles?

Sarah (5.14 8:01): Oh no, I was so busy yesterday that I forgot to arrange for the delivery. They require a day's notice. I'll call them now to see if they can deliver the tiles immediately.

John (5.14 8:01): That's unfortunate, @Tom. We might not be able to lay the tiles today. Let's communicate again after the tiles are delivered tomorrow. We'll probably start laying the tiles the day after tomorrow. This is our mistake, and I agree to pay you for half a day's work.

Mike (5.14 8:10): Looks like I'm the only one working today.

Mike (5.14 17:00): My demolition work is finally over, and the floor has been cleaned up!

John (5.14 17:00): @David, we can start painting the walls tomorrow.

David (5.15 8:00): @John, I'm preparing to plaster the walls today.

Susan (5.15 15:00): @John, someone is here to deliver tiles for your house. They're at the entrance of our community.

John (5.15 15:01): Yes, please let them in, thank you.

John (5.15 15:01): Great, @Tom, let's start laying the tiles tomorrow.

David (5.15 18:00): @John, the walls have been plastered today, and I'll be sanding them tomorrow.

David (5.16 8:00): Starting work.

Tom (5.16 8:10): @David, you can start sanding the rooms. I'll be laying tiles in the bathroom and kitchen today, these two rooms don't need to be painted.

David (5.16 17:00): I've sanded all the walls in the house today.

Tom (5.16 17:00): I've finished laying the tiles in the bathroom and kitchen today, but we can't step on them until the day after tomorrow.

Tom (5.16 17:05): @David, the dust from sanding the walls has fallen on the floor. I'll wash the floor with water tomorrow and wait for it to dry, returning it to its leveled state.

David (5.16 17:06): Why don't I finish painting tomorrow before cleaning it up? Otherwise, the floor will get dirty again.

John (5.16 17:10): @David, you're right. @Tom, let's not lay the tiles tomorrow. We'll do it the day after tomorrow.

David (5.17 8:00): @John, the walls will look nice once I finish painting today.

David (5.17 17:00): The painting is finished, it'll be dry after airing overnight.

Tom (5.18 11:00): @John, I've cleaned the floor. It can be tiled once it's dry.

Tom (5.19 8:00): Finally, I can start laying the tiles.

Tom (5.19 15:00): @John, I've almost finished tiling, but I noticed there will be gaps where it meets the wall. After the tiles set the day after tomorrow, we'll need @David to fill them in.

Tom (5.19 19:30): @John, the tiling is complete. Remember not to let anyone step on it until the day after tomorrow.

John (5.20 10:30): @James, the floors and walls are almost done. @David will do some touch-ups tomorrow. @James, let's start installing the ceiling and doors and windows tomorrow.

David (5.21 8:00): @John, I'm going to fill the gaps at the base of the walls today. It should take about two hours.

James (5.21 8:00): @David, hello, while you're fixing the base of the walls, I'll start on the bathroom and kitchen ceilings.

David (5.21 10:30): I'm done, ending work for today.

Steve (5.21 11:01): @John, according to your chat progress, the floor and walls have been installed. What about our plumbing and wiring?

John (5.21 11:01): We've come up with a new plan. We'll dig trenches along the base of the walls to bury the pipes. This way, we can avoid unnecessary demolition and material waste. @Steve, can you come over tomorrow morning to arrange the specific positions of the pipes?

Steve (5.21 11:05): Sure, I'll be there tomorrow morning.

John (5.21 11:30): @James, please hold off on installing the ceilings for now. @Mike, can you come over tomorrow to help me dig some trenches at the wall corners?

James (5.21 12:02): That's fine.

James (5.21 15:30): I've installed all the ceilings today, leaving the corner positions uninstalled.

John (5.21 16:00): Great progress, everyone! Let's continue with the new plan tomorrow.

score:

1

illustrate:

In many tests, it only repeated the original script process.

[streetycat]

Model name:

llama-2-70b-chat.Q4_0.gguf

question:

Please have the model summarize the discussion content of the characters in the script in a concise sentence.

Answer:

The discussion centers around a renovation project, specifically addressing various aspects such as flooring, walls, ceiling, doors, windows, plumbing, wiring, and tiling. The participants discuss different approaches, share their opinions, and plan their work schedule accordingly. They also address some unexpected issues that arise during the project.

score:

7

illustrate:

question:

Please have the model list the identities and skills of the characters in the script in a table format, and provide the basis for inference.

Answer:

Identity	Skills	Basis for Inference
John	Project management, floor and wall installation, trench digging	- Mentioned as the person in charge of the project - Involved in discussions about floor and wall installation - Asks Mike to help with digging trenches
Mike	Demolition, trench digging	- Mentioned as the person responsible for demolishing the floor, walls, ceiling, and old pipes and wires - Involved in discussions about digging trenches
Tom	Floor and wall installation, tile laying, plumbing	- Involved in discussions about floor and wall installation - Mentioned as the person responsible for laying tiles - Suggests a solution for hiding pipes along the base of the walls
David	Plastering, painting, touch-ups	- Mentioned as the person responsible for plastering the walls - Involved in discussions about painting and touch-ups
James	Ceiling installation, door and window installation	- Mentioned as the person responsible for installing ceilings - Involved in discussions about installing doors and windows
Steve	Plumbing, wiring, project management	- Mentioned as the person responsible for plumbing and wiring - Involved in discussions about solving problems related to pipes and cables
Sarah	Material procurement	- Mentioned as the person responsible for arranging for the delivery of tiles

The basis for inference is based on the conversations and tasks assigned to each character in the script. It highlights their skills and roles in the project, such as project management, floor and wall installation, trench digging, demolition, tile laying, plastering, painting, touch-ups, ceiling installation, door and window installation, plumbing, wiring, and material procurement.

score:

7.5

illustrate:

• John is just the project coordinator and does not have actual work skills，0.5
• Mikes, 1
• Tom just came up with ideas for pipeline laying and had no specific skills. 0.5
• David, 1
• James, 1
• Steve only presents pipe laying issues and develops solutions, but does not manage the overall project. 0.5
• Sarah, 1
• Susan, loss, 0

Table, 2

question:

Please have the model analyze the problems that occurred in the renovation work in the script, how much loss each problem caused. Who is the person with the greatest responsibility in the entire project and explain why.

Answer:

Based on the chat log provided, the following are the problems that occurred during the renovation work:

1. Delay in starting work due to the absence of a key team member (Mike) - 1 day
2. Demolition work taking longer than expected (Mike) - 1 day
3. Footprints on the floor causing a delay in work (Tom) - 1 day
4. Delay in tile delivery (Sarah) - 1 day
5. Dust from sanding walls falling on the floor, requiring additional cleaning (Tom) - 0.5 days
6. Painting walls taking longer than expected (David) - 1 day
7. Gaps between tiles and floor requiring additional work (Tom) - 0.5 days
8. Need to reopen floor and walls for plumbing and wiring (Steve) - 1 day
9. Additional work required for ceiling installation (James) - 0.5 days

The total loss due to these problems is:

1 day (delay in starting work) + 1 day (demolition work taking longer than expected) + 1 day (delay in tile delivery) + 0.5 days (additional cleaning required) + 1 day (painting walls taking longer than expected) + 0.5 days (gaps between tiles and floor requiring additional work) + 1 day (need to reopen floor and walls for plumbing and wiring) + 0.5 days (additional work required for ceiling installation) = 6 days

The person with the greatest responsibility in the entire project is John, as he is the project manager and has been overseeing the entire renovation process. He has been actively involved in decision-making, coordinating tasks, and troubleshooting issues throughout the project.

score:

6.5

illustrate:

1. Not mentioned
2. Not mentioned
3. Work overtime, but not delay the construction period, 0.5
4. If the construction period is delayed by 2 days, an additional half day's salary will be paid. 0.5
5. The construction delay is 1 day, 1
6. Not mentioned
7. This fix ultimately had no effect, 1
8. No mention of material or cosmetic loss, 0.5
9. The ceiling gap left does require more time to patch, 1

There are no mistakes in mentioning multiple items, -1

John has the greatest responsibility, 3

question:

The following is a script in the form of a dialogue. Please identify the timing in the original script and the redundant extra work content and abnormal remedial measures caused by work errors. And re-coordinate various tasks according to the working hours in the script to generate a new script. In the new script, it is assumed that everyone can complete their work accurately and on time, and all processes are re-optimized into a normal engineering sequence to minimize With no waste of man-hours and materials, you can adjust the order of all construction. Ask John to rearrange their work in a conversational manner, and assign work in the format of "@name".

Answer:

The original script contains several instances of redundant or unnecessary work, as well as delays and inefficiencies. Here are some potential issues and suggestions for re-coordinating the tasks to minimize waste and optimize the engineering sequence:

1. Redundant work: In the original script, Tom lays the tiles on the floor, but then David has to fill in the gaps between the tiles and the wall. This is because the tiles were not properly aligned with the walls during installation. To avoid this issue, Tom should ensure that the tiles are properly aligned with the walls before laying them.
2. Delays: In the original script, there are several delays caused by waiting for materials to dry or for workers to finish their tasks. To minimize these delays, the team should work on different tasks simultaneously, rather than waiting for one task to be completed before starting another. For example, while Tom is laying the tiles, David can start painting the walls, and James can install the ceiling and doors and windows.
3. Inefficient use of materials: In the original script, Steve suggests burying the pipes along the base of the walls, which would require a lot of pipes and cables. Instead, Tom suggests digging along the base of the wall and burying the pipes, which would be more efficient and reduce material waste.
4. Lack of communication: In the original script, there are several instances of poor communication among team members. For example, Sarah forgets to arrange for the delivery of tiles, and Tom starts laying the tiles without knowing that the walls have not been properly prepared. To improve communication, the team should have regular meetings to discuss their progress and plan for upcoming tasks.

Here is a revised script that takes into account these suggestions:

John (5.10 14:00): Hello everyone, we're starting work officially tomorrow. We need to remove all the previous decor, including the floors, walls, ceiling, and the old pipes and wires too.
Mike (5.10 14:01): I'll be there on time tomorrow.
Mike (5.11 8:00): @john, good morning, I have arrived. I should be able to finish demolishing the floor today.
Mike (5.11 17:00): @john, the floor has been fully demolished today.
John (5.11 17:05): Good job, @tom, we can start leveling the floor tomorrow.
Tom (5.12 8:00): I'll be laying the tiles tomorrow.
David (5.12 8:10): @john, good morning, I have arrived and am ready to start work.
David (5.12 12:00): The walls have been plastered today, and I'll be sanding them tomorrow.
Tom (5.13 8:00): @john, the tiles are not aligned with the walls, so I'll have to fix that before laying them.
John (5.13 8:05): Good catch, @tom. Let's work on aligning the tiles and walls simultaneously.
David (5.14 8:00): @john, I'm ready to start sanding the walls today.
James (5.14 8:00): @john, good morning, I have arrived and am ready to start work.
Tom (5.14 8:01): @david, I've aligned the tiles with the walls. Let's lay the tiles tomorrow.
David (5.14 8:02): Great, @tom. I'll finish sanding the walls today, and then we can start painting them tomorrow.
John (5.14 8:03): @james, good morning. You can start installing the ceiling and doors and windows tomorrow.
Steve (5.14 8:05): @tom, I'll come over tomorrow morning to arrange the specific positions of the pipes.
John (5.14 8:06): @mike, come over tomorrow to help me dig some trenches at the wall corners.
David (5.15 8:00): @john, I've finished painting the walls today. Let's start installing the ceiling and doors and windows tomorrow.
James (5.15 8:01): @david, good job. I'll start installing the ceiling and doors and windows today.
Tom (5.16 8:00): @Steve, we can dig along the base of the wall and bury the pipes. This will be more efficient and reduce material waste.
Steve (5.16 8:05): Good idea, @tom. Let's do that.
John (5.17 10:30): @james, the floors and walls are almost done. Let's start installing the ceiling and doors and windows tomorrow.
David (5.18 8:00): @john, I've finished painting the walls today. Let's start installing the ceiling and doors and windows tomorrow.
Tom (5.19 8:00): @john, I've laid the tiles today, but we need to wait for them to set before stepping on them.
John (5.19 8:05): Good job, @tom. Let's wait for the tiles to set before stepping on them.
David (5.20 8:00): @john, I've finished painting the walls today. The painting is finished, it'll be dry after airing overnight.
James (5.21 8:00): @john, good morning, I have arrived and am ready to start work.
David (5.21 11:30): Ah, so the work I did this morning is about to be demolished?
John (5.21 11:40): No, we'll reuse the materials from the walls to minimize waste. Let's discuss how to do that.
Steve (5.21 12:00): The ceiling is on the roof, so it shouldn't be a big problem. However, if you want to install lights inside, you need to leave an opening near the base of the wall for the cables. The positions of the doors and windows might need to be wir

score:

3

illustrate:

From the results of multiple tests, we can see that most of the time, the parallel execution of these processes is added. The general process is not much different from the original script. The main problem is that the pipeline laying arrangement is too late, and there are also problems with tile dispatching and later repairs. . This shows that it does not understand the dependencies between the various processes from the original script.

[waterflier]

Do ChatGPT 3.5 and LLaMA-2-70B-chat Q4_0.gguf provide exactly the same answers?

[streetycat]

Do ChatGPT 3.5 and LLaMA-2-70B-chat Q4_0.gguf provide exactly the same answers?

No, they're not finished yet, sorry