# Feature Attribution on Movie Source: [Feature Attribution on Movie]() Collection index: [llms.txt]() Data updated: 2026-06-02T11:47:45.103Z Evaluation of Feature Attribution methods on the Movie dataset, measured using Comprehensiveness and Sufficiency metrics. 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) | Movie | | 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 | 83 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 78 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 78 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 77 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 76 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 76 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 72 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 71 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 71 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 69 | Not recorded | 68fa7bbf1e209131cea8a2be | | AttnLRP | 69 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 62 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 60 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 60 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 58 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 52 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 51 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 49 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 48 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 44 | Not recorded | 68fa7bbf1e209131cea8a2be | | GIM | 44 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 42 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 41 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 38 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 35 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 34 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 34 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 31 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 28 | Not recorded | 68fa7bbf1e209131cea8a2be | | DeepLIFT | 22 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 15 | Not recorded | 68fa7bbf1e209131cea8a2be | | GxI | 4 | Not recorded | 68fa7bbf1e209131cea8a2be | | IG | 0 | Not recorded | 68fa7bbf1e209131cea8a2be | ### GIM Comprehensiveness: 83. Result ID: 6a1ec2d3fbc373592c1a28b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 78. Result ID: 6a1ec2d3fbc373592c1a28a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 78. Result ID: 6a1ec2d3fbc373592c1a28ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 77. Result ID: 6a1ec2d3fbc373592c1a28aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 76. Result ID: 6a1ec2d3fbc373592c1a28a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 76. Result ID: 6a1ec2d3fbc373592c1a28b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 72. Result ID: 6a1ec2d3fbc373592c1a28a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 71. Result ID: 6a1ec2d3fbc373592c1a28ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 71. Result ID: 6a1ec2d3fbc373592c1a28af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 69. Result ID: 6a1ec2d3fbc373592c1a289b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### AttnLRP Comprehensiveness: 69. Result ID: 6a1ec2d3fbc373592c1a28a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 62. Result ID: 6a1ec2d3fbc373592c1a28a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 60. Result ID: 6a1ec2d3fbc373592c1a2898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 60. Result ID: 6a1ec2d3fbc373592c1a28ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 58. Result ID: 6a1ec2d3fbc373592c1a289e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 52. Result ID: 6a1ec2d3fbc373592c1a2897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 51. Result ID: 6a1ec2d3fbc373592c1a2894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"3B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 49. Result ID: 6a1ec2d3fbc373592c1a28a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 48. Result ID: 6a1ec2d3fbc373592c1a28a3. [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: 6a1ec2d3fbc373592c1a289f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### GIM Comprehensiveness: 44. Result ID: 6a1ec2d3fbc373592c1a28ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 42. Result ID: 6a1ec2d3fbc373592c1a2896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 41. Result ID: 6a1ec2d3fbc373592c1a289c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 38. Result ID: 6a1ec2d3fbc373592c1a2899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 35. Result ID: 6a1ec2d3fbc373592c1a28a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"3B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 34. Result ID: 6a1ec2d3fbc373592c1a2893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 34. Result ID: 6a1ec2d3fbc373592c1a2895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"8B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 31. Result ID: 6a1ec2d3fbc373592c1a28a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 28. Result ID: 6a1ec2d3fbc373592c1a289a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLAMA","Parameter Count":"1B"}. This record does not assert independent reproduction. ### DeepLIFT Comprehensiveness: 22. Result ID: 6a1ec2d3fbc373592c1a28a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 15. Result ID: 6a1ec2d3fbc373592c1a2891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"2B"}. This record does not assert independent reproduction. ### GxI Comprehensiveness: 4. Result ID: 6a1ec2d3fbc373592c1a2892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma","Parameter Count":"9B"}. This record does not assert independent reproduction. ### IG Comprehensiveness: 0. Result ID: 6a1ec2d3fbc373592c1a289d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen","Parameter Count":"1.5B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.