# Multi-hop Question Answering on HotpotQA (F1, Tokens) Source: [Multi-hop Question Answering on HotpotQA (F1, Tokens)]() Collection index: [llms.txt]() Data updated: 2026-06-05T07:50:55.694Z Evaluation of model performance on the HotpotQA dataset for multi-hop question answering, reporting the F1 score and the length of the generated output in tokens. 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 | Multi-hop Question Answering | | Dataset (including any stated split) | HotpotQA | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Output Tokens](): Lower is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | PACT | 69.9 | Not recorded | 6a22585286173ad9c14688a5 | | Multi-Agent Debate | 69.6 | Not recorded | 6a22585286173ad9c14688a5 | | CoA | 68.6 | Not recorded | 6a22585286173ad9c14688a5 | | PACT | 61.5 | Not recorded | 6a22585286173ad9c14688a5 | | Multi-Agent Debate | 60.3 | Not recorded | 6a22585286173ad9c14688a5 | | TextMAS | 59.5 | Not recorded | 6a22585286173ad9c14688a5 | | PACT | 56.8 | Not recorded | 6a22585286173ad9c14688a5 | | CoA | 54.8 | Not recorded | 6a22585286173ad9c14688a5 | | CoA | 54.2 | Not recorded | 6a22585286173ad9c14688a5 | | TextMAS | 50.1 | Not recorded | 6a22585286173ad9c14688a5 | | Multi-Agent Debate | 48.4 | Not recorded | 6a22585286173ad9c14688a5 | | TextMAS | 45.8 | Not recorded | 6a22585286173ad9c14688a5 | ### PACT F1 Score: 69.9. Result ID: 6a227eccfbc373592c20341a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Multi-Agent Debate F1 Score: 69.6. Result ID: 6a227eccfbc373592c203419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### CoA F1 Score: 68.6. Result ID: 6a227eccfbc373592c203417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### PACT F1 Score: 61.5. Result ID: 6a227eccfbc373592c203422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### Multi-Agent Debate F1 Score: 60.3. Result ID: 6a227eccfbc373592c203421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### TextMAS F1 Score: 59.5. Result ID: 6a227eccfbc373592c203418. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### PACT F1 Score: 56.8. Result ID: 6a227eccfbc373592c20341e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### CoA F1 Score: 54.8. Result ID: 6a227eccfbc373592c20341b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### CoA F1 Score: 54.2. Result ID: 6a227eccfbc373592c20341f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### TextMAS F1 Score: 50.1. Result ID: 6a227eccfbc373592c203420. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### Multi-Agent Debate F1 Score: 48.4. Result ID: 6a227eccfbc373592c20341d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### TextMAS F1 Score: 45.8. Result ID: 6a227eccfbc373592c20341c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.