# Factoid Question Answering on History factoid QA (test) Source: [Factoid Question Answering on History factoid QA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:31.218Z Evaluation of model performance on the test split of the History factoid QA dataset for Factoid Question Answering, reporting 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 | Factoid Question Answering | | Dataset (including any stated split) | History factoid QA (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NABoE-full | 94.9 | Not recorded | 68fa66541e209131cea0f831 | | NTEE | 94.7 | Not recorded | 68fa63d41e209131cea010ff | | NTEE | 94.7 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 94.1 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 94.1 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-full | 94.1 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-full | 93.5 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 93.4 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 93.2 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 93 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 93 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 92.4 | Not recorded | 68fa66541e209131cea0f831 | | NABoE-entity | 92.2 | Not recorded | 68fa66541e209131cea0f831 | | Fixed NTEE | 90 | Not recorded | 68fa63d41e209131cea010ff | | SWEM-concat | 90 | Not recorded | 68fa66541e209131cea0f831 | | FTS-BRNN | 88.1 | Not recorded | 68fa63d41e209131cea010ff | | FTS-BRNN | 88.1 | Not recorded | 68fa66541e209131cea0f831 | | SG-proj | 86.5 | Not recorded | 68fa63d41e209131cea010ff | | SG-proj-dbp | 86.5 | Not recorded | 68fa63d41e209131cea010ff | | NABoE-entity | 84.5 | Not recorded | 68fa66541e209131cea0f831 | | QANTA-full | 73.7 | Not recorded | 68fa63d41e209131cea010ff | | QANTA | 65.8 | Not recorded | 68fa63d41e209131cea010ff | | BOW-DT | 60.9 | Not recorded | 68fa63d41e209131cea010ff | | BOW | 50.8 | Not recorded | 68fa63d41e209131cea010ff | | BoW | 50.8 | Not recorded | 68fa66541e209131cea0f831 | ### NABoE-full Accuracy: 94.9. Result ID: 698ce9088b517eb4331d9c22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"full"}. This record does not assert independent reproduction. ### NTEE Accuracy: 94.7. Result ID: 698c045df729bc7f68e7d4ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NTEE Accuracy: 94.7. Result ID: 698ce9088b517eb4331d9c30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 94.1. Result ID: 698ce9088b517eb4331d9c23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 94.1. Result ID: 698ce9088b517eb4331d9c25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","ablation":"without embeddings"}. This record does not assert independent reproduction. ### NABoE-full Accuracy: 94.1. Result ID: 698ce9088b517eb4331d9c2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"full","entity\_linker":"TAGME"}. This record does not assert independent reproduction. ### NABoE-full Accuracy: 93.5. Result ID: 698ce9088b517eb4331d9c26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"full","entity\_linker":"Wikifier"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 93.4. Result ID: 698ce9088b517eb4331d9c29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier","ablation":"without embeddings"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 93.2. Result ID: 698ce9088b517eb4331d9c2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME","ablation":"without embeddings"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 93. Result ID: 698ce9088b517eb4331d9c27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 93. Result ID: 698ce9088b517eb4331d9c2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 92.4. Result ID: 698ce9088b517eb4331d9c28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier","ablation":"without attention"}. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 92.2. Result ID: 698ce9088b517eb4331d9c2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME","ablation":"without attention"}. This record does not assert independent reproduction. ### Fixed NTEE Accuracy: 90. Result ID: 698c045df729bc7f68e7d4f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Fixed"}. This record does not assert independent reproduction. ### SWEM-concat Accuracy: 90. Result ID: 698ce9088b517eb4331d9c31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FTS-BRNN Accuracy: 88.1. Result ID: 698c045df729bc7f68e7d4f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FTS-BRNN Accuracy: 88.1. Result ID: 698ce9088b517eb4331d9c2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SG-proj Accuracy: 86.5. Result ID: 698c045df729bc7f68e7d4f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SG-proj-dbp Accuracy: 86.5. Result ID: 698c045df729bc7f68e7d4f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NABoE-entity Accuracy: 84.5. Result ID: 698ce9088b517eb4331d9c24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"entity","ablation":"without attention"}. This record does not assert independent reproduction. ### QANTA-full Accuracy: 73.7. Result ID: 698c045df729bc7f68e7d4f6. [Reporting paper]() Recorded evaluation configuration: {"configuration":"full"}. This record does not assert independent reproduction. ### QANTA Accuracy: 65.8. Result ID: 698c045df729bc7f68e7d4f5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BOW-DT Accuracy: 60.9. Result ID: 698c045df729bc7f68e7d4f4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BOW Accuracy: 50.8. Result ID: 698c045df729bc7f68e7d4f3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BoW Accuracy: 50.8. Result ID: 698ce9088b517eb4331d9c2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.