# Visual Hallucination Evaluation on AMBER Discriminative (Acc, Prec, Rec, F1) Source: [Visual Hallucination Evaluation on AMBER Discriminative (Acc, Prec, Rec, F1)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:27:19.640Z Evaluation of visual hallucination detection performance on the AMBER Discriminative dataset, reporting Accuracy, Precision, Recall, and F1 scores. 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 | Visual Hallucination Evaluation | | Dataset (including any stated split) | AMBER Discriminative | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HeRA | 89 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 89 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 88.9 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen3-14B | 88.8 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 87.7 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen2.5-7B | 87.6 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen3-8B | 87.3 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen3-4B | 86.5 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 86.5 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen2.5-14B | 86.2 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 85.9 | Not recorded | 6a3b64b2206542251d7c97e6 | | LLama3-8B | 85.9 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 85.9 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 85.7 | Not recorded | 6a3b64b2206542251d7c97e6 | | HeRA | 85.6 | Not recorded | 6a3b64b2206542251d7c97e6 | | Vicuna-13B | 84.8 | Not recorded | 6a3b64b2206542251d7c97e6 | | Vicuna-7B | 84.2 | Not recorded | 6a3b64b2206542251d7c97e6 | | Qwen2.5-3B | 83.6 | Not recorded | 6a3b64b2206542251d7c97e6 | ### HeRA Accuracy: 89. Result ID: 6a3b86bbfbc373592c438f36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 89. Result ID: 6a3b86bbfbc373592c438f3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 88.9. Result ID: 6a3b86bbfbc373592c438f3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### Qwen3-14B Accuracy: 88.8. Result ID: 6a3b86bbfbc373592c438f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 87.7. Result ID: 6a3b86bbfbc373592c438f34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Qwen2.5-7B Accuracy: 87.6. Result ID: 6a3b86bbfbc373592c438f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Qwen3-8B Accuracy: 87.3. Result ID: 6a3b86bbfbc373592c438f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Qwen3-4B Accuracy: 86.5. Result ID: 6a3b86bbfbc373592c438f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 86.5. Result ID: 6a3b86bbfbc373592c438f2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Qwen2.5-14B Accuracy: 86.2. Result ID: 6a3b86bbfbc373592c438f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 85.9. Result ID: 6a3b86bbfbc373592c438f30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Vicuna-7B"}. This record does not assert independent reproduction. ### LLama3-8B Accuracy: 85.9. Result ID: 6a3b86bbfbc373592c438f31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLama3-8B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 85.9. Result ID: 6a3b86bbfbc373592c438f32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLama3-8B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 85.7. Result ID: 6a3b86bbfbc373592c438f38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Vicuna-13B"}. This record does not assert independent reproduction. ### HeRA Accuracy: 85.6. Result ID: 6a3b86bbfbc373592c438f2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction. ### Vicuna-13B Accuracy: 84.8. Result ID: 6a3b86bbfbc373592c438f37. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Vicuna-13B"}. This record does not assert independent reproduction. ### Vicuna-7B Accuracy: 84.2. Result ID: 6a3b86bbfbc373592c438f2f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Vicuna-7B"}. This record does not assert independent reproduction. ### Qwen2.5-3B Accuracy: 83.6. Result ID: 6a3b86bbfbc373592c438f2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.