# Long-form Question Answering on Fava

Source: [Long-form Question Answering on Fava](<https://www.sota2.com/research/sota/long-form-question-answering-on-fava>)

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

Data updated: 2026-02-26T06:08:13.702Z

Evaluation of model performance on the Fava dataset for Long-form Question Answering, measured using VeriScore F1 and AlpacaEval Win Rate.

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 | Long-form Question Answering |
| Dataset (including any stated split) | Fava |
| Metric | VeriScore F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [VeriScore F1](<https://www.sota2.com/research/sota/long-form-question-answering-on-fava.md?metric=VeriScore%20F1>): Higher is better; unit: PERCENT.

- [AlpacaEval Win Rate](<https://www.sota2.com/research/sota/long-form-question-answering-on-fava.md?metric=AlpacaEval%20Win%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | VeriScore F1 | Result date | Report paper |
| --- | --- | --- | --- |
| EWE | 61 | Not recorded | 68fa79081e209131cea7bc9f |
| DRAGIN | 57.2 | Not recorded | 68fa79081e209131cea7bc9f |
| RA | 56.8 | Not recorded | 68fa79081e209131cea7bc9f |
| EWE | 53.1 | Not recorded | 68fa79081e209131cea7bc9f |
| COVE w/ Retrieval | 52.6 | Not recorded | 68fa79081e209131cea7bc9f |
| Llama-3.1 | 52 | Not recorded | 68fa79081e209131cea7bc9f |
| RA | 51.8 | Not recorded | 68fa79081e209131cea7bc9f |
| DRAGIN | 51.1 | Not recorded | 68fa79081e209131cea7bc9f |
| Llama-3.1 | 51 | Not recorded | 68fa79081e209131cea7bc9f |
| NEST | 50.3 | Not recorded | 68fa79081e209131cea7bc9f |
| NEST | 50.2 | Not recorded | 68fa79081e209131cea7bc9f |
| COVE | 49.5 | Not recorded | 68fa79081e209131cea7bc9f |
| COVE w/ Retrieval | 39.5 | Not recorded | 68fa79081e209131cea7bc9f |
| COVE | 38.7 | Not recorded | 68fa79081e209131cea7bc9f |

### EWE

VeriScore F1: 61. Result ID: 6995bc933badfaffe6be575a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Implementation](<https://github.com/Yixiao-Song/VeriScore>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### DRAGIN

VeriScore F1: 57.2. Result ID: 6995bc933badfaffe6be5757.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea649a6.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### RA

VeriScore F1: 56.8. Result ID: 6995bc933badfaffe6be5755.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### EWE

VeriScore F1: 53.1. Result ID: 6995bc933badfaffe6be5761.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Implementation](<https://github.com/Yixiao-Song/VeriScore>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### COVE w/ Retrieval

VeriScore F1: 52.6. Result ID: 6995bc933badfaffe6be5759.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### Llama-3.1

VeriScore F1: 52. Result ID: 6995bc933badfaffe6be5754.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### RA

VeriScore F1: 51.8. Result ID: 6995bc933badfaffe6be575c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### DRAGIN

VeriScore F1: 51.1. Result ID: 6995bc933badfaffe6be575e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea649a6.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### Llama-3.1

VeriScore F1: 51. Result ID: 6995bc933badfaffe6be575b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### NEST

VeriScore F1: 50.3. Result ID: 6995bc933badfaffe6be5756.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78331e209131cea7726e.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### NEST

VeriScore F1: 50.2. Result ID: 6995bc933badfaffe6be575d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78331e209131cea7726e.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### COVE

VeriScore F1: 49.5. Result ID: 6995bc933badfaffe6be5758.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 70B"}. This record does not assert independent reproduction.

### COVE w/ Retrieval

VeriScore F1: 39.5. Result ID: 6995bc933badfaffe6be5760.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

### COVE

VeriScore F1: 38.7. Result ID: 6995bc933badfaffe6be575f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1 8B"}. This record does not assert independent reproduction.

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