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feat: add qwen3 lora adapter support in candle-binding (#549)
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‎.github/workflows/pre-commit.yml‎

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- name: Set up Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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toolchain: 1.85
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toolchain: 1.90
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components: rustfmt, clippy
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- name: Install system dependencies

‎bench/data/test_data.json‎

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[
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{
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"text": "What is Ohm's Law in electrical engineering?",
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"true_label": "engineering",
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"true_label_id": 5
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},
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{
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"text": "In object-oriented programming, what does polymorphism mean?",
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"true_label": "computer science",
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"true_label_id": 3
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},
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{
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"text": "What is the modulus of elasticity (Young's modulus) used to measure?",
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"true_label": "engineering",
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"true_label_id": 5
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},
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{
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"text": "Which blood type is known as the universal donor?",
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"true_label": "health",
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"true_label_id": 6
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},
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{
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"text": "Which mineral is essential for bone health?",
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"true_label": "health",
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"true_label_id": 6
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},
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{
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"text": "Who wrote 'The Republic'?",
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"true_label": "philosophy",
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"true_label_id": 11
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},
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{
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"text": "In control systems, what does PID controller stand for?",
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"true_label": "engineering",
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"true_label_id": 5
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},
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{
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"text": "What is the bystander effect in social psychology?",
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"true_label": "psychology",
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"true_label_id": 13
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},
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{
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"text": "In a right triangle, what is the Pythagorean theorem?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "What does CPI stand for in economic indicators?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "What does GDP measure in an economy?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "In marketing, what are the four Ps of the marketing mix?",
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"true_label": "business",
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"true_label_id": 1
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},
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{
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"text": "What are the three laws of thermodynamics?",
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"true_label": "physics",
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"true_label_id": 12
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},
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{
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"text": "What are renewable energy sources?",
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"true_label": "other",
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"true_label_id": 10
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},
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{
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"text": "What was the primary cause of the American Civil War?",
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"true_label": "history",
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"true_label_id": 7
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},
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{
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"text": "What data structure uses LIFO (Last In First Out) principle?",
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"true_label": "computer science",
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"true_label_id": 3
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},
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{
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"text": "In networking, what layer of the OSI model handles routing?",
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"true_label": "computer science",
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"true_label_id": 3
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},
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{
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"text": "What is the slope-intercept form of a linear equation?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "What unit is used to measure force?",
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"true_label": "physics",
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"true_label_id": 12
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},
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{
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"text": "Who wrote the Declaration of Independence?",
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"true_label": "history",
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"true_label_id": 7
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},
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{
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"text": "What is the speed of light in vacuum?",
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"true_label_id": 12
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},
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{
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"text": "What is the difference between fiscal and monetary policy?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "What is the primary function of ribosomes in cells?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "What is Newton's second law of motion?",
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"true_label_id": 12
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},
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{
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"text": "What does 'pro bono' mean in legal practice?",
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"true_label": "law",
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"true_label_id": 8
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},
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{
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"text": "Which organelle is responsible for producing ATP in eukaryotic cells?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "What is the pH of a neutral solution at 25\u00b0C?",
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"true_label": "chemistry",
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"true_label_id": 2
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},
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{
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"text": "What is the purpose of a compiler in programming?",
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"true_label": "computer science",
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"true_label_id": 3
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{
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"text": "What was the name of the ship that brought the Pilgrims to America?",
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"true_label": "history",
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"true_label_id": 7
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},
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{
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"text": "What is the primary function of the cardiovascular system?",
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"true_label": "health",
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"true_label_id": 6
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},
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{
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"text": "What is the process called when a solid changes directly to a gas?",
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"true_label": "chemistry",
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"true_label_id": 2
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},
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{
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"text": "In economics, what is meant by 'elastic demand'?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "In which year did World War II end?",
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"true_label": "history",
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"true_label_id": 7
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{
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"text": "What is the difference between B2B and B2C business models?",
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"true_label": "business",
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"true_label_id": 1
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},
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{
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"text": "What does 'tabula rasa' mean in philosophy?",
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"true_label": "philosophy",
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"true_label_id": 11
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},
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{
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"text": "What is the derivative of x\u00b2 with respect to x?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "What is the primary goal of supply chain management?",
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"true_label": "business",
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"true_label_id": 1
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},
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{
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"text": "What is classical conditioning in psychology?",
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"true_label": "psychology",
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"true_label_id": 13
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},
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{
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"text": "What does E=mc\u00b2 represent?",
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"true_label": "physics",
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"true_label_id": 12
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},
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{
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"text": "What is the difference between civil and criminal law?",
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"true_label": "law",
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"true_label_id": 8
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},
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{
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"text": "What does the integral of a function represent?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "According to the law of demand, what happens to quantity demanded when price increases?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "What is the value of \u03c0 (pi) to two decimal places?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "What is the value of e (Euler's number) to two decimal places?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "What is the role of DNA polymerase during DNA replication?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "In genetics, what does the term 'phenotype' refer to?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "What is the difference between TCP and UDP protocols?",
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"true_label": "computer science",
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"true_label_id": 3
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},
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{
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"text": "What is the purpose of the Miranda rights?",
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"true_label": "law",
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"true_label_id": 8
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},
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{
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"text": "Which cellular process involves the division of cytoplasm?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "What does IQ stand for in psychology?",
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"true_label": "psychology",
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"true_label_id": 13
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},
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{
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"text": "Which financial statement shows a company's revenues and expenses?",
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"true_label": "business",
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"true_label_id": 1
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},
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{
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"text": "What is the acceleration due to gravity on Earth?",
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"true_label": "physics",
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"true_label_id": 12
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},
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{
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"text": "What is Avogadro's number used to represent?",
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"true_label": "chemistry",
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"true_label_id": 2
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},
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{
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"text": "What does 'habeas corpus' mean in legal terms?",
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"true_label": "law",
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"true_label_id": 8
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},
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{
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"text": "In mechanical engineering, what is the formula for torque?",
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"true_label": "engineering",
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"true_label_id": 5
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},
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{
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"text": "In a DNA molecule, which of the following base pairs is correct?",
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"true_label": "biology",
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"true_label_id": 0
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},
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{
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"text": "What is required for a contract to be legally binding?",
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"true_label": "law",
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"true_label_id": 8
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},
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{
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"text": "What is Maslow's hierarchy of needs?",
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"true_label": "psychology",
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"true_label_id": 13
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},
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{
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"text": "What is the worst-case time complexity of quicksort?",
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"true_label": "computer science",
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"true_label_id": 3
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},
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{
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"text": "What is the ship of Theseus paradox about?",
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"true_label": "philosophy",
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"true_label_id": 11
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},
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{
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"text": "What is the formula for kinetic energy?",
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"true_label": "physics",
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"true_label_id": 12
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},
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{
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"text": "What is the sum of angles in a triangle?",
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"true_label": "math",
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"true_label_id": 9
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},
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{
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"text": "Who proposed the philosophical concept of 'cogito ergo sum'?",
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"true_label": "philosophy",
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"true_label_id": 11
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},
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{
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"text": "What is the normal resting heart rate for adults?",
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"true_label": "health",
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"true_label_id": 6
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},
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{
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"text": "What does the term 'opportunity cost' refer to in economics?",
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"true_label": "economics",
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"true_label_id": 4
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},
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{
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"text": "Which element has the atomic number 6?",
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"true_label": "chemistry",
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"true_label_id": 2
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},
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{
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"text": "What does SWOT analysis stand for in strategic planning?",
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"true_label": "business",
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"true_label_id": 1
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},
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{
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"text": "What is sustainable development?",
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"true_label": "other",
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"true_label_id": 10
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},
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{
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"text": "What does CAD stand for in engineering design?",
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"true_label": "engineering",
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"true_label_id": 5
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},
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{
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"text": "Which type of molecule catalyzes biochemical reactions in living organisms?",
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"true_label": "biology",
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"true_label_id": 0
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}
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]

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