# Text Classification on TREC (Macro-F1, Acc) Source: [Text Classification on TREC (Macro-F1, Acc)]() Collection index: [llms.txt]() Data updated: 2026-07-03T08:12:13.507Z Evaluation of Text Classification performance on the standard TREC dataset, reporting Macro-F1 and Accuracy. 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 | Text Classification | | Dataset (including any stated split) | TREC | | Metric | Macro F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Macro F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 Score | Result date | Report paper | | --- | --- | --- | --- | | NeuFS | 86.2 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 86.1 | Not recorded | 6a474218143ebdcacacc5df0 | | Entropy | 85.6 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 85.4 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 85.1 | Not recorded | 6a474218143ebdcacacc5df0 | | Random | 84.4 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 84 | Not recorded | 6a474218143ebdcacacc5df0 | | VoteK | 83.9 | Not recorded | 6a474218143ebdcacacc5df0 | | VoteK | 83.9 | Not recorded | 6a474218143ebdcacacc5df0 | | Entropy | 83.7 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 83.5 | Not recorded | 6a474218143ebdcacacc5df0 | | NeuFS | 83.4 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 83.2 | Not recorded | 6a474218143ebdcacacc5df0 | | VoteK | 83.2 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 83.1 | Not recorded | 6a474218143ebdcacacc5df0 | | Entropy | 82.9 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 82.8 | Not recorded | 6a474218143ebdcacacc5df0 | | Patron | 82.5 | Not recorded | 6a474218143ebdcacacc5df0 | | VoteK | 81.8 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 81.4 | Not recorded | 6a474218143ebdcacacc5df0 | | FastVoteK | 80.9 | Not recorded | 6a474218143ebdcacacc5df0 | | Patron | 80.7 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 80.6 | Not recorded | 6a474218143ebdcacacc5df0 | | TypiClust | 79.8 | Not recorded | 6a474218143ebdcacacc5df0 | | Entropy | 79 | Not recorded | 6a474218143ebdcacacc5df0 | | Random | 77.7 | Not recorded | 6a474218143ebdcacacc5df0 | ### NeuFS Macro F1 Score: 86.2. Result ID: 6a476edb60b88bb339938fbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"Neuron"}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 86.1. Result ID: 6a476edb60b88bb339938fbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S.+L."}. This record does not assert independent reproduction. ### Entropy Macro F1 Score: 85.6. Result ID: 6a476edb60b88bb339938fb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"Diverse"}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 85.4. Result ID: 6a476edb60b88bb339938fbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"L."}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 85.1. Result ID: 6a476edb60b88bb339938fb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S.+L."}. This record does not assert independent reproduction. ### Random Macro F1 Score: 84.4. Result ID: 6a476edb60b88bb339938fb3. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"N/A"}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 84. Result ID: 6a476edb60b88bb339938fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S."}. This record does not assert independent reproduction. ### VoteK Macro F1 Score: 83.9. Result ID: 6a476edb60b88bb339938fbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S.+E."}. This record does not assert independent reproduction. ### VoteK Macro F1 Score: 83.9. Result ID: 6a476edb60b88bb339938fbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S.+E.+L."}. This record does not assert independent reproduction. ### Entropy Macro F1 Score: 83.7. Result ID: 6a476edb60b88bb339938fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"Highest"}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 83.5. Result ID: 6a476edb60b88bb339938fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"L."}. This record does not assert independent reproduction. ### NeuFS Macro F1 Score: 83.4. Result ID: 6a476edb60b88bb339938fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"Neuron"}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 83.2. Result ID: 6a476edb60b88bb339938fae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"L."}. This record does not assert independent reproduction. ### VoteK Macro F1 Score: 83.2. Result ID: 6a476edb60b88bb339938fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S.+E."}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 83.1. Result ID: 6a476edb60b88bb339938fb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S."}. This record does not assert independent reproduction. ### Entropy Macro F1 Score: 82.9. Result ID: 6a476edb60b88bb339938fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"Diverse"}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 82.8. Result ID: 6a476edb60b88bb339938fad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S."}. This record does not assert independent reproduction. ### Patron Macro F1 Score: 82.5. Result ID: 6a476edb60b88bb339938fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","InfoType":"S.+E."}. This record does not assert independent reproduction. ### VoteK Macro F1 Score: 81.8. Result ID: 6a476edb60b88bb339938fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S.+E.+L."}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 81.4. Result ID: 6a476edb60b88bb339938fac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S.+L."}. This record does not assert independent reproduction. ### FastVoteK Macro F1 Score: 80.9. Result ID: 6a476edb60b88bb339938faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S.+L."}. This record does not assert independent reproduction. ### Patron Macro F1 Score: 80.7. Result ID: 6a476edb60b88bb339938fa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S.+E."}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 80.6. Result ID: 6a476edb60b88bb339938fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"L."}. This record does not assert independent reproduction. ### TypiClust Macro F1 Score: 79.8. Result ID: 6a476edb60b88bb339938faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"S."}. This record does not assert independent reproduction. ### Entropy Macro F1 Score: 79. Result ID: 6a476edb60b88bb339938fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"Highest"}. This record does not assert independent reproduction. ### Random Macro F1 Score: 77.7. Result ID: 6a476edb60b88bb339938fa6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama-3.1-8B","InfoType":"N/A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.