# Search-based Question Answering on SQA CS V2 (test)

Source: [Search-based Question Answering on SQA CS V2 (test)](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test>)

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

Data updated: 2026-05-25T08:57:39.644Z

Evaluation of model performance on the test split of the SQA CS V2 dataset specifically for Search-based Question Answering, reporting metrics like IR, AP, CR, and CP.

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 | Search-based Question Answering |
| Dataset (including any stated split) | SQA CS V2 (test) |
| Metric | IR |
| Unit | PERCENT |
| Direction | Higher 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

- [IR](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test.md?metric=IR>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [CR](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test.md?metric=CR>): Higher is better; unit: PERCENT.

- [CP](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test.md?metric=CP>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/search-based-question-answering-on-sqa-cs-v2-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IR | Result date | Report paper |
| --- | --- | --- | --- |
| Co-ReAct | 57.62 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Co-ReAct | 50.91 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| CRITIC | 50.63 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| CRITIC | 50.56 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Self-Refine | 50.25 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Self-Refine | 49.72 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| ReAct | 49.01 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| ReAct | 48.23 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Best-of-N | 45.77 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Best-of-N | 44.98 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Step-Back | 43.61 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |
| Step-Back | 43.02 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa |

### Co-ReAct

IR: 57.62. Result ID: 6a140e69fbc373592c0b603b.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Co-ReAct

IR: 50.91. Result ID: 6a140e69fbc373592c0b6035.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### CRITIC

IR: 50.63. Result ID: 6a140e69fbc373592c0b603a.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72471e209131cea5581a.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### CRITIC

IR: 50.56. Result ID: 6a140e69fbc373592c0b6034.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72471e209131cea5581a.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Self-Refine

IR: 50.25. Result ID: 6a140e69fbc373592c0b6031.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fc4.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Self-Refine

IR: 49.72. Result ID: 6a140e69fbc373592c0b6037.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fc4.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### ReAct

IR: 49.01. Result ID: 6a140e69fbc373592c0b6030.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### ReAct

IR: 48.23. Result ID: 6a140e69fbc373592c0b6036.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Best-of-N

IR: 45.77. Result ID: 6a140e69fbc373592c0b6032.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa745f1e209131cea61428.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Best-of-N

IR: 44.98. Result ID: 6a140e69fbc373592c0b6038.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa745f1e209131cea61428.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Step-Back

IR: 43.61. Result ID: 6a140e69fbc373592c0b6039.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56856.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

### Step-Back

IR: 43.02. Result ID: 6a140e69fbc373592c0b6033.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7a06f71c5ae7dc9e9aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56856.md>)

Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction.

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