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2 changes: 1 addition & 1 deletion docs/fusion.md
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Expand Up @@ -335,7 +335,7 @@ Computes Log_ISR as proposed by [Mourão et al.](https://www.sciencedirect.com/s


### LogN_ISR
Computes Log_ISR as proposed by [Mourão et al.](https://www.sciencedirect.com/science/article/abs/pii/S0895611114000664).
Computes LogN_ISR as proposed by [Mourão et al.](https://www.sciencedirect.com/science/article/abs/pii/S0895611114000664).
<details>
<summary>BibTeX</summary>
```bibtex
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4 changes: 2 additions & 2 deletions docs/index.md
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Expand Up @@ -31,7 +31,7 @@ Any dependence on `trec_eval` have been removed to make `ranx` truly MIT-complia
It offers a user-friendly interface to evaluate and compare [Information Retrieval](https://en.wikipedia.org/wiki/Information_retrieval) and [Recommender Systems](https://en.wikipedia.org/wiki/Recommender_system).
[ranx](https://github.com/AmenRa/ranx) allows you to perform statistical tests and export [LaTeX](https://en.wikipedia.org/wiki/LaTeX) tables for your scientific publications.
Moreover, [ranx](https://github.com/AmenRa/ranx) provides several [fusion algorithms](https://amenra.github.io/ranx/fusion) and [normalization strategies](https://amenra.github.io/ranx/normalization), and an automatic [fusion optimization](https://amenra.github.io/ranx/fusion/#optimize-fusion) functionality.
[ranx](https://github.com/AmenRa/ranx) also have a companion repository of pre-computed runs to facilitated model comparisons called [ranxhub](https://amenra.github.io/ranxhub).
[ranx](https://github.com/AmenRa/ranx) also have a companion repository of pre-computed runs to facilitate model comparisons called [ranxhub](https://amenra.github.io/ranxhub).
On [ranxhub](https://amenra.github.io/ranxhub), you can download and share pre-computed runs for Information Retrieval datasets, such as [MSMARCO Passage Ranking](https://arxiv.org/abs/1611.09268).
[ranx](https://github.com/AmenRa/ranx) was featured in [ECIR 2022](https://ecir2022.org), [CIKM 2022](https://www.cikm2022.org), and [SIGIR 2023](https://sigir.org/sigir2023).

Expand Down Expand Up @@ -91,7 +91,7 @@ A full list of the available runs is provided [here](https://amenra.github.io/ra
| [CombMED](https://amenra.github.io/ranx/fusion/#combmed) | [CombGMNZ](https://amenra.github.io/ranx/fusion/#combgmnz) | [RBC](https://amenra.github.io/ranx/fusion/#rank-biased-centroids-rbc) | [PosFuse](https://amenra.github.io/ranx/fusion/#posfuse) | [Weighted BordaFuse](https://amenra.github.io/ranx/fusion/#weighted-bordafuse) |
| [CombANZ](https://amenra.github.io/ranx/fusion/#combanz) | [ISR](https://amenra.github.io/ranx/fusion/#isr) | [WMNZ](https://amenra.github.io/ranx/fusion/#wmnz) | [ProbFuse](https://amenra.github.io/ranx/fusion/#probfuse) | [Condorcet](https://amenra.github.io/ranx/fusion/#condorcet) |
| [CombMAX](https://amenra.github.io/ranx/fusion/#combmax) | [Log_ISR](https://amenra.github.io/ranx/fusion/#log_isr) | [Mixed](https://amenra.github.io/ranx/fusion/#mixed) | [SegFuse](https://amenra.github.io/ranx/fusion/#segfuse) | [Weighted Condorcet](https://amenra.github.io/ranx/fusion/#weighted-condorcet) |
| [CombSUM](https://amenra.github.io/ranx/fusion/#combsum) | [LogN_ISR](https://amenra.github.io/ranx/fusion/#logn_isr) | [BayesFuse](https://amenra.github.io/ranx/fusion/#bayesfuse) | [SlideFuse](https://amenra.github.io/ranx/fusion/#slidefuse) | [Weighted Sum](https://amenra.github.io/ranx/fusion/#wighted-sum) |
| [CombSUM](https://amenra.github.io/ranx/fusion/#combsum) | [LogN_ISR](https://amenra.github.io/ranx/fusion/#logn_isr) | [BayesFuse](https://amenra.github.io/ranx/fusion/#bayesfuse) | [SlideFuse](https://amenra.github.io/ranx/fusion/#slidefuse) | [Weighted Sum](https://amenra.github.io/ranx/fusion/#weighted-sum) |

Please, refer to the [documentation](https://amenra.github.io/ranx/fusion) for further details.

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2 changes: 1 addition & 1 deletion docs/qrels.md
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Expand Up @@ -79,7 +79,7 @@ qrels = Qrels.from_parquet(

## Save
Write `qrels` to `path` as JSON file or TREC qrels format.
File type is automatically inferred form the filename extension: `.json` -> `json`, `.trec` -> `trec`, `.txt` -> `trec`, `.parq` -> `parquet`, `.parquet` -> `parquet`.
File type is automatically inferred from the filename extension: `.json` -> `json`, `.trec` -> `trec`, `.txt` -> `trec`, `.parq` -> `parquet`, `.parquet` -> `parquet`.
Use the `kind` argument to override the default behavior.

```python
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2 changes: 1 addition & 1 deletion docs/report.md
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@@ -1,7 +1,7 @@
# Report

A `Report` instance is automatically generated as the results of a comparison.
A `Report` provides a convenient way of inspecting a comparison results and exporting those il LaTeX for your scientific publications.
A `Report` provides a convenient way of inspecting a comparison results and exporting those in LaTeX for your scientific publications.
By changing the values of the parameters `rounding_digits` (int) and `show_percentages` (bool) you can control what is shown on printing and when generating LaTeX tables.

```python
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2 changes: 1 addition & 1 deletion docs/run.md
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Expand Up @@ -80,7 +80,7 @@ run = Run.from_parquet(

## Save
Write `run` to `path` as JSON file, TREC run, LZ4 file, or Parquet file.
File type is automatically inferred form the filename extension: `.json` -> `json`, `.trec` -> `trec`, `.txt` -> `trec`, and `.lz4` -> `lz4`, `.parq` -> `parquet`, `.parquet` -> `parquet`.
File type is automatically inferred from the filename extension: `.json` -> `json`, `.trec` -> `trec`, `.txt` -> `trec`, and `.lz4` -> `lz4`, `.parq` -> `parquet`, `.parquet` -> `parquet`.
Use the `kind` argument to override this behavior.

```python
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