# Graph Question Answering on GRBENCH Academic 1.0 (test)

Source: [Graph Question Answering on GRBENCH Academic 1.0 (test)](<https://www.sota2.com/research/sota/graph-question-answering-on-grbench-academic-1-0-test>)

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

Data updated: 2026-02-26T05:59:13.886Z

Evaluation of model performance on the test split of the GRBENCH Academic 1.0 dataset for Graph Question Answering, measured using R-L and GPT4score.

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 | Graph Question Answering |
| Dataset (including any stated split) | GRBENCH Academic 1.0 (test) |
| Metric | R-L |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [R-L](<https://www.sota2.com/research/sota/graph-question-answering-on-grbench-academic-1-0-test.md?metric=R-L>): Higher is better; unit: SCALAR.

- [GPT4score](<https://www.sota2.com/research/sota/graph-question-answering-on-grbench-academic-1-0-test.md?metric=GPT4score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | R-L | Result date | Report paper |
| --- | --- | --- | --- |
| GRAPH-COT | 31.89 | Not recorded | 68fa751b1e209131cea65d00 |
| Mixtral-8x7b | 27.77 | Not recorded | 68fa751b1e209131cea65d00 |
| LLaMA-2-13b | 22.01 | Not recorded | 68fa751b1e209131cea65d00 |
| GPT-3.5-turbo | 18.45 | Not recorded | 68fa751b1e209131cea65d00 |
| Mixtral-8x7b | 9.02 | Not recorded | 68fa751b1e209131cea65d00 |
| LLaMA-2-13b-chat | 8.69 | Not recorded | 68fa751b1e209131cea65d00 |
| Mixtral-8x7b | 8.44 | Not recorded | 68fa751b1e209131cea65d00 |
| LLaMA-2-13b-chat | 8.13 | Not recorded | 68fa751b1e209131cea65d00 |
| GPT-3.5-turbo | 6.05 | Not recorded | 68fa751b1e209131cea65d00 |
| GPT-3.5-turbo | 5.83 | Not recorded | 68fa751b1e209131cea65d00 |

### GRAPH-COT

R-L: 31.89. Result ID: 699374ae3a6c3148491610bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Implementation](<https://github.com/PeterGriffinJin/Graph-CoT>)

Recorded evaluation configuration: {"Backbone":"GPT-3.5-turbo-16k"}. This record does not assert independent reproduction.

### Mixtral-8x7b

R-L: 27.77. Result ID: 699374ae3a6c3148491610ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea5317b.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Category":"Graph RAG","Retriever":"Mpnet-v2","Backbone":"Mixtral-8x7b"}. This record does not assert independent reproduction.

### LLaMA-2-13b

R-L: 22.01. Result ID: 699374ae3a6c3148491610b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

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

Recorded evaluation configuration: {"Category":"Graph RAG","Retriever":"Mpnet-v2","Backbone":"LLaMA-2-13b"}. This record does not assert independent reproduction.

### GPT-3.5-turbo

R-L: 18.45. Result ID: 699374ae3a6c3148491610bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c0.md>)

[Implementation](<https://github.com/openai/following-instructions-human-feedback>)

Recorded evaluation configuration: {"Category":"Graph RAG","Retriever":"Mpnet-v2","Backbone":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### Mixtral-8x7b

R-L: 9.02. Result ID: 699374ae3a6c3148491610b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea5317b.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Category":"Base","Backbone":"Mixtral-8x7b"}. This record does not assert independent reproduction.

### LLaMA-2-13b-chat

R-L: 8.69. Result ID: 699374ae3a6c3148491610b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

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

Recorded evaluation configuration: {"Category":"Text RAG","Retriever":"Mpnet-v2","Backbone":"LLaMA-2-13b-chat"}. This record does not assert independent reproduction.

### Mixtral-8x7b

R-L: 8.44. Result ID: 699374ae3a6c3148491610b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea5317b.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Category":"Text RAG","Retriever":"Mpnet-v2","Backbone":"Mixtral-8x7b"}. This record does not assert independent reproduction.

### LLaMA-2-13b-chat

R-L: 8.13. Result ID: 699374ae3a6c3148491610b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

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

Recorded evaluation configuration: {"Category":"Base","Backbone":"LLaMA-2-13b-chat"}. This record does not assert independent reproduction.

### GPT-3.5-turbo

R-L: 6.05. Result ID: 699374ae3a6c3148491610b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c0.md>)

[Implementation](<https://github.com/openai/following-instructions-human-feedback>)

Recorded evaluation configuration: {"Category":"Base","Backbone":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### GPT-3.5-turbo

R-L: 5.83. Result ID: 699374ae3a6c3148491610b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65d00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c0.md>)

[Implementation](<https://github.com/openai/following-instructions-human-feedback>)

Recorded evaluation configuration: {"Category":"Text RAG","Retriever":"Mpnet-v2","Backbone":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

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