# Discourse Question Answering on NarrativeQA (F1 score)

Source: [Discourse Question Answering on NarrativeQA (F1 score)](<https://www.sota2.com/research/sota/discourse-question-answering-on-narrativeqa-f1-score>)

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

Data updated: 2026-06-30T06:32:43.940Z

Evaluation of Discourse Question Answering performance on the NarrativeQA dataset, reporting the F1 score.

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 | Discourse Question Answering |
| Dataset (including any stated split) | NarrativeQA |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/discourse-question-answering-on-narrativeqa-f1-score.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SemFlowRAG | 26.6 | Not recorded | 6a434d72ba73165dbb74383b |
| HippoRAG 2 (reproduced) | 26.2 | Not recorded | 6a434d72ba73165dbb74383b |
| HippoRAG 2 | 25.9 | Not recorded | 6a434d72ba73165dbb74383b |
| NV-Embed-v2 (7B) | 25.7 | Not recorded | 6a434d72ba73165dbb74383b |
| GritLM-7B | 23.9 | Not recorded | 6a434d72ba73165dbb74383b |
| GraphRAG | 23 | Not recorded | 6a434d72ba73165dbb74383b |
| RAPTOR | 21.4 | Not recorded | 6a434d72ba73165dbb74383b |
| GTE-Qwen2-7B-Instruct | 21.3 | Not recorded | 6a434d72ba73165dbb74383b |
| GTR | 19.9 | Not recorded | 6a434d72ba73165dbb74383b |
| Contriever | 19.7 | Not recorded | 6a434d72ba73165dbb74383b |
| BM25 | 18.3 | Not recorded | 6a434d72ba73165dbb74383b |
| HippoRAG | 16.3 | Not recorded | 6a434d72ba73165dbb74383b |
| Llama-3.3-70B-Instruct w/o Retrieval | 12.9 | Not recorded | 6a434d72ba73165dbb74383b |
| LightRAG | 3.7 | Not recorded | 6a434d72ba73165dbb74383b |

### SemFlowRAG

F1 Score: 26.6. Result ID: 6a4362f0fbc373592c92a42a.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

### HippoRAG 2 (reproduced)

F1 Score: 26.2. Result ID: 6a4362f0fbc373592c92a429.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de8a.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured","Reproduction Status":"reproduced"}. This record does not assert independent reproduction.

### HippoRAG 2

F1 Score: 25.9. Result ID: 6a4362f0fbc373592c92a428.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de8a.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

### NV-Embed-v2 (7B)

F1 Score: 25.7. Result ID: 6a4362f0fbc373592c92a423.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea71079.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction.

### GritLM-7B

F1 Score: 23.9. Result ID: 6a4362f0fbc373592c92a422.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773b1e209131cea71ddd.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction.

### GraphRAG

F1 Score: 23. Result ID: 6a4362f0fbc373592c92a425.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c3b1e209131cea8d0fd.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

### RAPTOR

F1 Score: 21.4. Result ID: 6a4362f0fbc373592c92a424.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53fc2.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

### GTE-Qwen2-7B-Instruct

F1 Score: 21.3. Result ID: 6a4362f0fbc373592c92a421.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703b1e209131cea49c20.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Embedding-based"}. This record does not assert independent reproduction.

### GTR

F1 Score: 19.9. Result ID: 6a4362f0fbc373592c92a420.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e15a.md>)

[Implementation](<https://tfhub.dev/google/collections/gtr/1>)

Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction.

### Contriever

F1 Score: 19.7. Result ID: 6a4362f0fbc373592c92a41f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4b1e209131cea38d50.md>)

[Implementation](<https://github.com/facebookresearch/contriever>)

Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction.

### BM25

F1 Score: 18.3. Result ID: 6a4362f0fbc373592c92a41e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Unstructured"}. This record does not assert independent reproduction.

### HippoRAG

F1 Score: 16.3. Result ID: 6a4362f0fbc373592c92a427.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6dff9.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

### Llama-3.3-70B-Instruct w/o Retrieval

F1 Score: 12.9. Result ID: 6a4362f0fbc373592c92a41d.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Unstructured","Retrieval":"w/o Retrieval"}. This record does not assert independent reproduction.

### LightRAG

F1 Score: 3.7. Result ID: 6a4362f0fbc373592c92a426.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d72ba73165dbb74383b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778bd.md>)

Recorded evaluation configuration: {"Knowledge Representation":"Structured"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
