# Conversational Question Answering on CoQA (EM/F1)

Source: [Conversational Question Answering on CoQA (EM/F1)](<https://www.sota2.com/research/sota/conversational-question-answering-on-coqa-em-f1>)

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

Data updated: 2026-02-26T05:41:39.271Z

Evaluation of model performance on the CoQA dataset for Conversational 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 | Conversational Question Answering |
| Dataset (including any stated split) | CoQA |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

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

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

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| MMKE | 60.3 | Not recorded | 69326701d6b0dd334293424a |
| MMKE+Con. | 59.1 | Not recorded | 69326701d6b0dd334293424a |
| EtCon | 55.1 | Not recorded | 69326701d6b0dd334293424a |
| Pre | 54.5 | Not recorded | 69326701d6b0dd334293424a |
| FT-M+Con. | 26.2 | Not recorded | 69326701d6b0dd334293424a |
| FT-M | 21.3 | Not recorded | 69326701d6b0dd334293424a |
| ALPHA | 0 | Not recorded | 69326701d6b0dd334293424a |
| ALPHA+Con. | 0 | Not recorded | 69326701d6b0dd334293424a |

### MMKE

EM: 60.3. Result ID: 6996ccaa5698665ec4188a6a.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79671e209131cea7d6da.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":false}. This record does not assert independent reproduction.

### MMKE+Con.

EM: 59.1. Result ID: 6996ccaa5698665ec4188a6b.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79671e209131cea7d6da.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":true}. This record does not assert independent reproduction.

### EtCon

EM: 55.1. Result ID: 6996ccaa5698665ec4188a6e.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Implementation](<https://github.com/RlinL/EtCon>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct"}. This record does not assert independent reproduction.

### Pre

EM: 54.5. Result ID: 6996ccaa5698665ec4188a67.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct"}. This record does not assert independent reproduction.

### FT-M+Con.

EM: 26.2. Result ID: 6996ccaa5698665ec4188a69.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bf1e209131cea69b09.md>)

[Implementation](<https://github.com/zjunlp/EasyEdit>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":true}. This record does not assert independent reproduction.

### FT-M

EM: 21.3. Result ID: 6996ccaa5698665ec4188a68.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bf1e209131cea69b09.md>)

[Implementation](<https://github.com/zjunlp/EasyEdit>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":false}. This record does not assert independent reproduction.

### ALPHA

EM: 0. Result ID: 6996ccaa5698665ec4188a6c.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78351e209131cea77370.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":false}. This record does not assert independent reproduction.

### ALPHA+Con.

EM: 0. Result ID: 6996ccaa5698665ec4188a6d.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78351e209131cea77370.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B Instruct","Consolidation":true}. This record does not assert independent reproduction.

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