# Multi-hop Question Answering on HotpotQA (Answer F1, Citation F1, Joint F1)

Source: [Multi-hop Question Answering on HotpotQA (Answer F1, Citation F1, Joint F1)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-answer-f1-citation-f1-joint-f1>)

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

Data updated: 2026-04-29T06:52:47.215Z

Evaluation of model performance on the HotpotQA dataset for open-domain multi-hop question answering, specifically reporting Answer F1, Citation F1, and Joint 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 | Open-domain multi-hop question answering |
| Dataset (including any stated split) | HotpotQA |
| Metric | Answer F1 |
| 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

- [Answer F1](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-answer-f1-citation-f1-joint-f1.md?metric=Answer%20F1>): Higher is better; unit: PERCENT.

- [Citation F1](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-answer-f1-citation-f1-joint-f1.md?metric=Citation%20F1>): Higher is better; unit: PERCENT.

- [Joint F1](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-answer-f1-citation-f1-joint-f1.md?metric=Joint%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Answer F1 | Result date | Report paper |
| --- | --- | --- | --- |
| RAG-RL | 76.18 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 75.67 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 75.23 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 74.76 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 74.25 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 68.87 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 68.71 | Not recorded | 68fa78c51e209131cea7a6d3 |
| Qwen2.5-7B-Instruct | 67.9 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 66.19 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 66.04 | Not recorded | 68fa78c51e209131cea7a6d3 |
| RAG-RL | 65.25 | Not recorded | 68fa78c51e209131cea7a6d3 |
| Qwen2.5-7B-Instruct | 60.65 | Not recorded | 68fa78c51e209131cea7a6d3 |

### RAG-RL

Answer F1: 76.18. Result ID: 69f1aaad47f34ce924d79c7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Min-Max"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 75.67. Result ID: 69f1aaad47f34ce924d79c7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Linear"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 75.23. Result ID: 69f1aaad47f34ce924d79c7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Base-Unanswerable"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 74.76. Result ID: 69f1aaad47f34ce924d79c7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Base-Answerable"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 74.25. Result ID: 69f1aaad47f34ce924d79c7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Max"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 68.87. Result ID: 69f1aaad47f34ce924d79c76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Min-Max"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 68.71. Result ID: 69f1aaad47f34ce924d79c75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Linear"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct

Answer F1: 67.9. Result ID: 69f1aaad47f34ce924d79c79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Eval. Setting":"Ideal Retrieval","Curriculum":"Baseline"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 66.19. Result ID: 69f1aaad47f34ce924d79c77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Base-Answerable"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 66.04. Result ID: 69f1aaad47f34ce924d79c74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Max"}. This record does not assert independent reproduction.

### RAG-RL

Answer F1: 65.25. Result ID: 69f1aaad47f34ce924d79c78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Base-Unanswerable"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct

Answer F1: 60.65. Result ID: 69f1aaad47f34ce924d79c73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Eval. Setting":"Distractor","Curriculum":"Baseline"}. This record does not assert independent reproduction.

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