# Question Answering on CWQ (EM, F1)

Source: [Question Answering on CWQ (EM, F1)](<https://www.sota2.com/research/sota/question-answering-on-cwq-em-f1>)

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

Data updated: 2026-06-15T08:08:53.261Z

Evaluation of model performance on the ComplexWebQuestions (CWQ) dataset for Question Answering, reporting Exact Match (EM) and F1 scores.

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 | Question Answering |
| Dataset (including any stated split) | CWQ |
| Metric | Exact Match (EM) |
| Unit | PERCENT |
| 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

- [Exact Match (EM)](<https://www.sota2.com/research/sota/question-answering-on-cwq-em-f1.md?metric=Exact%20Match%20(EM)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Exact Match (EM) | Result date | Report paper |
| --- | --- | --- | --- |
| PRAG | 25 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| DMOE | 24.67 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| FLARE | 24 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| SFT-LORA | 21.67 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| PRAG | 21.67 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| DMOE | 21.67 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| SFT-LORA | 19.67 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| BASIC-RAG | 16.33 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| BASIC-RAG | 12.33 | Not recorded | 6a2f86e7d33dfb23e783be5c |
| FLARE | 12 | Not recorded | 6a2f86e7d33dfb23e783be5c |

### PRAG

Exact Match (EM): 25. Result ID: 6a2fb233fbc373592c2be571.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b41e209131cea6e921.md>)

Recorded evaluation configuration: {"Base Model":"LLAMA3.2-1B"}. This record does not assert independent reproduction.

### DMOE

Exact Match (EM): 24.67. Result ID: 6a2fb233fbc373592c2be573.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

Recorded evaluation configuration: {"Base Model":"LLAMA3.2-1B"}. This record does not assert independent reproduction.

### FLARE

Exact Match (EM): 24. Result ID: 6a2fb233fbc373592c2be570.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e444.md>)

Recorded evaluation configuration: {"Base Model":"LLAMA3.2-1B"}. This record does not assert independent reproduction.

### SFT-LORA

Exact Match (EM): 21.67. Result ID: 6a2fb233fbc373592c2be572.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

Recorded evaluation configuration: {"Base Model":"LLAMA3.2-1B"}. This record does not assert independent reproduction.

### PRAG

Exact Match (EM): 21.67. Result ID: 6a2fb233fbc373592c2be576.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b41e209131cea6e921.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### DMOE

Exact Match (EM): 21.67. Result ID: 6a2fb233fbc373592c2be578.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### SFT-LORA

Exact Match (EM): 19.67. Result ID: 6a2fb233fbc373592c2be577.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### BASIC-RAG

Exact Match (EM): 16.33. Result ID: 6a2fb233fbc373592c2be56f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.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":"LLAMA3.2-1B"}. This record does not assert independent reproduction.

### BASIC-RAG

Exact Match (EM): 12.33. Result ID: 6a2fb233fbc373592c2be574.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.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":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

### FLARE

Exact Match (EM): 12. Result ID: 6a2fb233fbc373592c2be575.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f86e7d33dfb23e783be5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e444.md>)

Recorded evaluation configuration: {"Base Model":"QWEN2.5-1.5B"}. This record does not assert independent reproduction.

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