# Feature Attribution on Twitter Source: [Feature Attribution on Twitter]() Collection index: [llms.txt]() Data updated: 2026-06-02T11:47:45.191Z Evaluation of Feature Attribution methods on the Twitter dataset, measured using Comprehensiveness and Sufficiency. 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 | Feature Attribution | | Dataset (including any stated split) | Twitter | | Metric | Comprehensiveness | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [Comprehensiveness](): Higher is better; unit: PERCENT. - [Sufficiency](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensiveness | Result date | Report paper | | --- | --- | --- | --- | | GIM | 76 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 75 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 75 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 73 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 73 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 72 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 72 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 70 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 69 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 68 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 68 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 67 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 66 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 65 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 64 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 55 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 54 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 53 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 52 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 51 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 48 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 48 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 45 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 44 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 42 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 41 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 41 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 40 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 40 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 38 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 34 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 27 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 23 | Not recorded | 68fa7bbf1e209131cea8a2be | ### GIM Comprehensiveness: 76. Result ID: 6a1ec2d3fbc373592c1a28f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 75. Result ID: 6a1ec2d3fbc373592c1a28e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 75. Result ID: 6a1ec2d3fbc373592c1a28eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 73. Result ID: 6a1ec2d3fbc373592c1a28d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 73. Result ID: 6a1ec2d3fbc373592c1a28e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 72. Result ID: 6a1ec2d3fbc373592c1a28f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 72. Result ID: 6a1ec2d3fbc373592c1a28f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 70. Result ID: 6a1ec2d3fbc373592c1a28dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 69. Result ID: 6a1ec2d3fbc373592c1a28f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 68. Result ID: 6a1ec2d3fbc373592c1a28ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 68. Result ID: 6a1ec2d3fbc373592c1a28ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 67. Result ID: 6a1ec2d3fbc373592c1a28e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 66. Result ID: 6a1ec2d3fbc373592c1a28ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 65. Result ID: 6a1ec2d3fbc373592c1a28e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 64. Result ID: 6a1ec2d3fbc373592c1a28e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 55. Result ID: 6a1ec2d3fbc373592c1a28de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 54. Result ID: 6a1ec2d3fbc373592c1a28e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 53. Result ID: 6a1ec2d3fbc373592c1a28da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 52. Result ID: 6a1ec2d3fbc373592c1a28ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 51. Result ID: 6a1ec2d3fbc373592c1a28e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 48. Result ID: 6a1ec2d3fbc373592c1a28d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 48. Result ID: 6a1ec2d3fbc373592c1a28d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 45. Result ID: 6a1ec2d3fbc373592c1a28d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 44. Result ID: 6a1ec2d3fbc373592c1a28e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 42. Result ID: 6a1ec2d3fbc373592c1a28e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 41. Result ID: 6a1ec2d3fbc373592c1a28d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 41. Result ID: 6a1ec2d3fbc373592c1a28dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 40. Result ID: 6a1ec2d3fbc373592c1a28d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 40. Result ID: 6a1ec2d3fbc373592c1a28df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 38. Result ID: 6a1ec2d3fbc373592c1a28ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 34. Result ID: 6a1ec2d3fbc373592c1a28db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 27. Result ID: 6a1ec2d3fbc373592c1a28d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 23. Result ID: 6a1ec2d3fbc373592c1a28e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.