# Text Generation on Hazard Detection (val) Source: [Text Generation on Hazard Detection (val)]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:51:09.983Z Evaluation of text generation performance on the validation split of the Hazard Detection dataset, measured using standard metrics like BLEU, ROUGE, and Language Modeling Loss. 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 | Text Generation | | Dataset (including any stated split) | Hazard Detection (val) | | Metric | BLEU-4 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [BLEU-4](): Higher is better; unit: SCALAR. - [LM Loss](): Lower is better; unit: SCALAR. - [ROUGE-1](): Higher is better; unit: SCALAR. - [ROUGE-2](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU-4 | Result date | Report paper | | --- | --- | --- | --- | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B ft | 0.65804 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-2B (HF) | 0.01641 | Not recorded | 68fa789c1e209131cea7950a | | Qwen2-VL-7B (HF) | 0.00274 | Not recorded | 68fa789c1e209131cea7950a | ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-03","Coord λ":"2e+01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-03","Coord λ":"1e-01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-03","Coord λ":"1e-04"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-04","Coord λ":"2e+01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-04","Coord λ":"1e-01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b2925f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-04","Coord λ":"1e-04"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-04","Coord λ":"2e+01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-04","Coord λ":"1e-01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-04","Coord λ":"1e-04"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-05","Coord λ":"2e+01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-05","Coord λ":"1e-01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"5e-05","Coord λ":"1e-04"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-05","Coord λ":"2e+01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-05","Coord λ":"1e-01"}. This record does not assert independent reproduction. ### Qwen2-VL-7B ft BLEU-4: 0.65804. Result ID: 69ca2b5447f34ce924b29268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Rate (lr)":"1e-05","Coord λ":"1e-04"}. This record does not assert independent reproduction. ### Qwen2-VL-2B (HF) BLEU-4: 0.01641. Result ID: 69ca2b5447f34ce924b29269. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B (HF) BLEU-4: 0.00274. Result ID: 69ca2b5447f34ce924b2926a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.