# Fact Verification on FEVER (Oracle Gap)

Source: [Fact Verification on FEVER (Oracle Gap)](<https://www.sota2.com/research/sota/fact-verification-on-fever-oracle-gap>)

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

Data updated: 2026-06-25T08:00:20.895Z

Evaluation of model performance on the FEVER dataset for Fact Verification, specifically reporting the Oracle Gap metric.

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 | Fact Verification |
| Dataset (including any stated split) | FEVER |
| Metric | Oracle Gap (pp) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [Oracle Gap (pp)](<https://www.sota2.com/research/sota/fact-verification-on-fever-oracle-gap.md?metric=Oracle%20Gap%20(pp)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Oracle Gap (pp) | Result date | Report paper |
| --- | --- | --- | --- |
| Llama-3.1-8B | 0 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Mistral-7B-v0.3 | 0 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Qwen3-8B | 0 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Gemma-2-9B | 0 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Mean Gap: FEVER | 0.46 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Gemma-2-9B | 0.5 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Mistral-7B-v0.3 | 0.7 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Qwen3-8B | 1.1 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Mean Gap: FEVER | 1.4 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Qwen2.5-7B | 1.6 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Qwen2.5-7B | 2.3 | Not recorded | 6a3cb63c206542251d7ca6a8 |
| Llama-3.1-8B | 3.1 | Not recorded | 6a3cb63c206542251d7ca6a8 |

### Llama-3.1-8B

Oracle Gap (pp): 0. Result ID: 6a3ce002fbc373592c51e47c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Mistral-7B-v0.3

Oracle Gap (pp): 0. Result ID: 6a3ce002fbc373592c51e47e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Qwen3-8B

Oracle Gap (pp): 0. Result ID: 6a3ce002fbc373592c51e480.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Gemma-2-9B

Oracle Gap (pp): 0. Result ID: 6a3ce002fbc373592c51e484.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Mean Gap: FEVER

Oracle Gap (pp): 0.46. Result ID: 6a3ce002fbc373592c51e486.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Gemma-2-9B

Oracle Gap (pp): 0.5. Result ID: 6a3ce002fbc373592c51e483.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

### Mistral-7B-v0.3

Oracle Gap (pp): 0.7. Result ID: 6a3ce002fbc373592c51e47d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

### Qwen3-8B

Oracle Gap (pp): 1.1. Result ID: 6a3ce002fbc373592c51e47f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

### Mean Gap: FEVER

Oracle Gap (pp): 1.4. Result ID: 6a3ce002fbc373592c51e485.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

### Qwen2.5-7B

Oracle Gap (pp): 1.6. Result ID: 6a3ce002fbc373592c51e481.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

### Qwen2.5-7B

Oracle Gap (pp): 2.3. Result ID: 6a3ce002fbc373592c51e482.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"RSC-Based"}. This record does not assert independent reproduction.

### Llama-3.1-8B

Oracle Gap (pp): 3.1. Result ID: 6a3ce002fbc373592c51e47b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb63c206542251d7ca6a8.md>)

Recorded evaluation configuration: {"Routing Strategy":"NF-Only"}. This record does not assert independent reproduction.

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