# Claim-level rating prediction on Insq Source: [Claim-level rating prediction on Insq]() Collection index: [llms.txt]() Data updated: 2026-04-20T06:03:40.211Z Evaluation of Claim-level rating prediction performance on the Insq dataset, measured using CIG, Nov., Rel., Scope, and Mean 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 | Claim-level rating prediction | | Dataset (including any stated split) | Insq | | Metric | CIG Score | | Unit | SCALAR | | 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 - [CIG Score](): Higher is better; unit: SCALAR. - [Nov. Score](): Higher is better; unit: SCALAR. - [Rel. Score](): Higher is better; unit: SCALAR. - [Scope Score](): Higher is better; unit: SCALAR. - [Mean Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | CIG Score | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-4B | 0.726 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Flash | 0.689 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Flash | 0.677 | Not recorded | 69e5b3137d0172140ec7e032 | | Qwen3-4B | 0.658 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Flash | 0.611 | Not recorded | 69e5b3137d0172140ec7e032 | | Qwen3-4B | 0.601 | Not recorded | 69e5b3137d0172140ec7e032 | | Qwen3-4B | 0.597 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5-Mini | 0.577 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5-Mini | 0.557 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Flash | 0.554 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5-Mini | 0.546 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Flash | 0.543 | Not recorded | 69e5b3137d0172140ec7e032 | | Qwen3-4B | 0.536 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5-Mini | 0.501 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5-Mini | 0.487 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Pro | 0.484 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Pro | 0.48 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Pro | 0.479 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Pro | 0.471 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5 | 0.47 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5 | 0.459 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5 | 0.459 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5 | 0.457 | Not recorded | 69e5b3137d0172140ec7e032 | | Gemini-2.5-Pro | 0.431 | Not recorded | 69e5b3137d0172140ec7e032 | | GPT-5 | 0.411 | Not recorded | 69e5b3137d0172140ec7e032 | ### Qwen3-4B CIG Score: 0.726. Result ID: 69e5c18247f34ce924cb2d94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Memory"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash CIG Score: 0.689. Result ID: 69e5c18247f34ce924cb2d91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Short Prior"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash CIG Score: 0.677. Result ID: 69e5c18247f34ce924cb2d90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"No Knowledge"}. This record does not assert independent reproduction. ### Qwen3-4B CIG Score: 0.658. Result ID: 69e5c18247f34ce924cb2d97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Summary"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash CIG Score: 0.611. Result ID: 69e5c18247f34ce924cb2d92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Summary"}. This record does not assert independent reproduction. ### Qwen3-4B CIG Score: 0.601. Result ID: 69e5c18247f34ce924cb2d96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Short Prior"}. This record does not assert independent reproduction. ### Qwen3-4B CIG Score: 0.597. Result ID: 69e5c18247f34ce924cb2d93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Full"}. This record does not assert independent reproduction. ### GPT-5-Mini CIG Score: 0.577. Result ID: 69e5c18247f34ce924cb2d87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Short Prior"}. This record does not assert independent reproduction. ### GPT-5-Mini CIG Score: 0.557. Result ID: 69e5c18247f34ce924cb2d86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"No Knowledge"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash CIG Score: 0.554. Result ID: 69e5c18247f34ce924cb2d8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Memory"}. This record does not assert independent reproduction. ### GPT-5-Mini CIG Score: 0.546. Result ID: 69e5c18247f34ce924cb2d88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Summary"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash CIG Score: 0.543. Result ID: 69e5c18247f34ce924cb2d8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Full"}. This record does not assert independent reproduction. ### Qwen3-4B CIG Score: 0.536. Result ID: 69e5c18247f34ce924cb2d95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"No Knowledge"}. This record does not assert independent reproduction. ### GPT-5-Mini CIG Score: 0.501. Result ID: 69e5c18247f34ce924cb2d85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Memory"}. This record does not assert independent reproduction. ### GPT-5-Mini CIG Score: 0.487. Result ID: 69e5c18247f34ce924cb2d84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Full"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro CIG Score: 0.484. Result ID: 69e5c18247f34ce924cb2d8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Short Prior"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro CIG Score: 0.48. Result ID: 69e5c18247f34ce924cb2d8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Memory"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro CIG Score: 0.479. Result ID: 69e5c18247f34ce924cb2d8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"No Knowledge"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro CIG Score: 0.471. Result ID: 69e5c18247f34ce924cb2d89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Full"}. This record does not assert independent reproduction. ### GPT-5 CIG Score: 0.47. Result ID: 69e5c18247f34ce924cb2d81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"No Knowledge"}. This record does not assert independent reproduction. ### GPT-5 CIG Score: 0.459. Result ID: 69e5c18247f34ce924cb2d80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Memory"}. This record does not assert independent reproduction. ### GPT-5 CIG Score: 0.459. Result ID: 69e5c18247f34ce924cb2d82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Short Prior"}. This record does not assert independent reproduction. ### GPT-5 CIG Score: 0.457. Result ID: 69e5c18247f34ce924cb2d83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Summary"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro CIG Score: 0.431. Result ID: 69e5c18247f34ce924cb2d8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Summary"}. This record does not assert independent reproduction. ### GPT-5 CIG Score: 0.411. Result ID: 69e5c18247f34ce924cb2d7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context":"Full"}. 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