# Audio Question Answering on Listen, Quizzing (LQ.) Source: [Audio Question Answering on Listen, Quizzing (LQ.)]() Collection index: [llms.txt]() Data updated: 2026-03-26T13:58:42.901Z Evaluation of model performance on the Listen, Quizzing (LQ.) dataset for Audio Question Answering tasks. 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 | Audio Question Answering | | Dataset (including any stated split) | Listen, Quizzing (LQ.) | | Metric | Audio-QA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Audio-QA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Audio-QA Score | Result date | Report paper | | --- | --- | --- | --- | | GLM-4-Voice | 62.67 | Not recorded | 68fa7b971e209131cea89546 | | Kimi-Audio | 57.53 | Not recorded | 68fa7b971e209131cea89546 | | VITA-Audio | 54.3 | Not recorded | 68fa7b971e209131cea89546 | | LLaMA-Omni | 48.46 | Not recorded | 68fa7b971e209131cea89546 | | Moshi | 48.3 | Not recorded | 68fa7b971e209131cea89546 | | Pretrain+TtT | 40.07 | Not recorded | 68fa7b971e209131cea89546 | | TtT | 34.68 | Not recorded | 68fa7b971e209131cea89546 | | SpeechGPT | 30.96 | Not recorded | 68fa7b971e209131cea89546 | | SLAM-Omni | 24.75 | Not recorded | 68fa7b971e209131cea89546 | | Qwen2.5-3B (AR) | 10 | Not recorded | 68fa7b971e209131cea89546 | | Mini-Omni | 2 | Not recorded | 68fa7b971e209131cea89546 | | Qwen2.5-3B (NAR) | 0.67 | Not recorded | 68fa7b971e209131cea89546 | ### GLM-4-Voice Audio-QA Score: 62.67. Result ID: 69c53b7847f34ce924aefa2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9B"}. This record does not assert independent reproduction. ### Kimi-Audio Audio-QA Score: 57.53. Result ID: 69c53b7847f34ce924aefa28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### VITA-Audio Audio-QA Score: 54.3. Result ID: 69c53b7847f34ce924aefa29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### LLaMA-Omni Audio-QA Score: 48.46. Result ID: 69c53b7847f34ce924aefa2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### Moshi Audio-QA Score: 48.3. Result ID: 69c53b7847f34ce924aefa26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### Pretrain+TtT Audio-QA Score: 40.07. Result ID: 69c53b7847f34ce924aefa31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction. ### TtT Audio-QA Score: 34.68. Result ID: 69c53b7847f34ce924aefa30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction. ### SpeechGPT Audio-QA Score: 30.96. Result ID: 69c53b7847f34ce924aefa27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### SLAM-Omni Audio-QA Score: 24.75. Result ID: 69c53b7847f34ce924aefa2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"0.5B"}. This record does not assert independent reproduction. ### Qwen2.5-3B (AR) Audio-QA Score: 10. Result ID: 69c53b7847f34ce924aefa2e. [Reporting paper]() Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction. ### Mini-Omni Audio-QA Score: 2. Result ID: 69c53b7847f34ce924aefa2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"0.5B"}. This record does not assert independent reproduction. ### Qwen2.5-3B (NAR) Audio-QA Score: 0.67. Result ID: 69c53b7847f34ce924aefa2f. [Reporting paper]() Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.