# Information Retrieval on ClimateFEVER

Source: [Information Retrieval on ClimateFEVER](<https://www.sota2.com/research/sota/information-retrieval-on-climatefever>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:29:49.848Z

Evaluation of model performance on the ClimateFEVER dataset for Information Retrieval tasks, measured using Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Information Retrieval |
| Dataset (including any stated split) | ClimateFEVER |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/information-retrieval-on-climatefever.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [QPS](<https://www.sota2.com/research/sota/information-retrieval-on-climatefever.md?metric=QPS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LM-Cocktail | 29.94 | Not recorded | 68fa71661e209131cea5132e |
| BGE | 29.51 | Not recorded | 68fa71661e209131cea5132e |
| LM-Cocktail | 29.5 | Not recorded | 68fa71661e209131cea5132e |
| LM-Cocktail | 29.17 | Not recorded | 68fa71661e209131cea5132e |
| Multitask-learning | 25.8 | Not recorded | 68fa71661e209131cea5132e |
| LM-Cocktail | 10.65 | Not recorded | 68fa71661e209131cea5132e |

### LM-Cocktail

Accuracy: 29.94. Result ID: 6991cde33a6c3148490ab016.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"n":5}. This record does not assert independent reproduction.

### BGE

Accuracy: 29.51. Result ID: 6991cde33a6c3148490ab012.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LM-Cocktail

Accuracy: 29.5. Result ID: 6991cde33a6c3148490ab015.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LM-Cocktail

Accuracy: 29.17. Result ID: 6991cde33a6c3148490ab017.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"Variant":"unified"}. This record does not assert independent reproduction.

### Multitask-learning

Accuracy: 25.8. Result ID: 6991cde33a6c3148490ab013.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LM-Cocktail

Accuracy: 10.65. Result ID: 6991cde33a6c3148490ab014.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea5132e.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"Strategy":"blackbox"}. This record does not assert independent reproduction.

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