# Subjectivity Analysis on MISID Source: [Subjectivity Analysis on MISID]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:42:46.007Z Evaluation of Subjectivity Analysis performance on the MISID dataset, reporting Subjectivity 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 | Subjectivity Analysis | | Dataset (including any stated split) | MISID | | Metric | Subjectivity Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Subjectivity Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Subjectivity Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen3.5-Plus | 94.85 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3.5-Plus | 94.37 | Not recorded | 69df1bbc7d0172140ec7badd | | GPT-5.1 | 94.29 | Not recorded | 69df1bbc7d0172140ec7badd | | Gemini-3-flash | 94.04 | Not recorded | 69df1bbc7d0172140ec7badd | | GLM-4.7 | 93.34 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3.5-Plus | 93.24 | Not recorded | 69df1bbc7d0172140ec7badd | | GPT-5.1 | 92.73 | Not recorded | 69df1bbc7d0172140ec7badd | | Grok-4-Fast | 92.56 | Not recorded | 69df1bbc7d0172140ec7badd | | GLM-4.7 | 92.07 | Not recorded | 69df1bbc7d0172140ec7badd | | Gemini-2.5-flash | 91.64 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-VL-Max | 91.22 | Not recorded | 69df1bbc7d0172140ec7badd | | Grok-4-Fast | 90.8 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-VL-Plus | 90.58 | Not recorded | 69df1bbc7d0172140ec7badd | | Grok-4-Fast | 90.24 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-VL-Flash | 87.91 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-Max | 87.58 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-Max | 87.4 | Not recorded | 69df1bbc7d0172140ec7badd | | Qwen3-VL-235B-A22B | 87.14 | Not recorded | 69df1bbc7d0172140ec7badd | | MiniMax-M2.1 | 86.1 | Not recorded | 69df1bbc7d0172140ec7badd | | MiniMax-M2.1 | 86.06 | Not recorded | 69df1bbc7d0172140ec7badd | | DeepSeek-R1 | 85.66 | Not recorded | 69df1bbc7d0172140ec7badd | | DeepSeek-R1 | 83.79 | Not recorded | 69df1bbc7d0172140ec7badd | | GPT-4o | 83.11 | Not recorded | 69df1bbc7d0172140ec7badd | | Claude-Sonnet-4.5 | 82.88 | Not recorded | 69df1bbc7d0172140ec7badd | | Claude-Sonnet-4.5 | 82.42 | Not recorded | 69df1bbc7d0172140ec7badd | | DeepSeek-V3 | 81.92 | Not recorded | 69df1bbc7d0172140ec7badd | | GPT-4o | 81.34 | Not recorded | 69df1bbc7d0172140ec7badd | | DeepSeek-V3 | 80.94 | Not recorded | 69df1bbc7d0172140ec7badd | | GPT-4o | 77.14 | Not recorded | 69df1bbc7d0172140ec7badd | ### Qwen3.5-Plus Subjectivity Accuracy: 94.85. Result ID: 69df5c8647f34ce924c87a33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Qwen3.5-Plus Subjectivity Accuracy: 94.37. Result ID: 69df5c8647f34ce924c87a1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### GPT-5.1 Subjectivity Accuracy: 94.29. Result ID: 69df5c8647f34ce924c87a2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Gemini-3-flash Subjectivity Accuracy: 94.04. Result ID: 69df5c8647f34ce924c87a1f. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### GLM-4.7 Subjectivity Accuracy: 93.34. Result ID: 69df5c8647f34ce924c87a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Qwen3.5-Plus Subjectivity Accuracy: 93.24. Result ID: 69df5c8647f34ce924c87a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### GPT-5.1 Subjectivity Accuracy: 92.73. Result ID: 69df5c8647f34ce924c87a25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### Grok-4-Fast Subjectivity Accuracy: 92.56. Result ID: 69df5c8647f34ce924c87a30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### GLM-4.7 Subjectivity Accuracy: 92.07. Result ID: 69df5c8647f34ce924c87a23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Subjectivity Accuracy: 91.64. Result ID: 69df5c8647f34ce924c87a1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### Qwen3-VL-Max Subjectivity Accuracy: 91.22. Result ID: 69df5c8647f34ce924c87a1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### Grok-4-Fast Subjectivity Accuracy: 90.8. Result ID: 69df5c8647f34ce924c87a18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### Qwen3-VL-Plus Subjectivity Accuracy: 90.58. Result ID: 69df5c8647f34ce924c87a1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### Grok-4-Fast Subjectivity Accuracy: 90.24. Result ID: 69df5c8647f34ce924c87a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### Qwen3-VL-Flash Subjectivity Accuracy: 87.91. Result ID: 69df5c8647f34ce924c87a1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### Qwen3-Max Subjectivity Accuracy: 87.58. Result ID: 69df5c8647f34ce924c87a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### Qwen3-Max Subjectivity Accuracy: 87.4. Result ID: 69df5c8647f34ce924c87a32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Qwen3-VL-235B-A22B Subjectivity Accuracy: 87.14. Result ID: 69df5c8647f34ce924c87a19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. ### MiniMax-M2.1 Subjectivity Accuracy: 86.1. Result ID: 69df5c8647f34ce924c87a31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### MiniMax-M2.1 Subjectivity Accuracy: 86.06. Result ID: 69df5c8647f34ce924c87a27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### DeepSeek-R1 Subjectivity Accuracy: 85.66. Result ID: 69df5c8647f34ce924c87a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### DeepSeek-R1 Subjectivity Accuracy: 83.79. Result ID: 69df5c8647f34ce924c87a21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### GPT-4o Subjectivity Accuracy: 83.11. Result ID: 69df5c8647f34ce924c87a2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Claude-Sonnet-4.5 Subjectivity Accuracy: 82.88. Result ID: 69df5c8647f34ce924c87a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### Claude-Sonnet-4.5 Subjectivity Accuracy: 82.42. Result ID: 69df5c8647f34ce924c87a20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### DeepSeek-V3 Subjectivity Accuracy: 81.92. Result ID: 69df5c8647f34ce924c87a2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only","Assistance Framework":"FRACTAM"}. This record does not assert independent reproduction. ### GPT-4o Subjectivity Accuracy: 81.34. Result ID: 69df5c8647f34ce924c87a24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### DeepSeek-V3 Subjectivity Accuracy: 80.94. Result ID: 69df5c8647f34ce924c87a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Text-only"}. This record does not assert independent reproduction. ### GPT-4o Subjectivity Accuracy: 77.14. Result ID: 69df5c8647f34ce924c87a17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"Video + Text"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.