Image-Text Retrieval on Flickr30k (NDCG@5)
0.898NDCG@5HONES (tuned)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HONES (tuned)Model=Qwen2.5-VL2026.04 | 0.898 | — | |
| HONES (zero-shot)Model=Qwen2.5-VL2026.04 | 0.892 | — | |
| RandNeuronModel=Qwen2.5-VL2026.04 | 0.889 | — | |
| BaseModel=Qwen2.5-VL2026.04 | 0.888 | — | |
| HONES (tuned)Model=LLaVA-1.52026.04 | 0.883 | — | |
| HONES (zero-shot)Model=LLaVA-1.52026.04 | 0.87 | — | |
| RandNeuronModel=LLaVA-1.52026.04 | 0.864 | — | |
| BaseModel=LLaVA-1.52026.04 | 0.863 | — | |
| HONESMasked neuron group=Spec.2026.04 | — | 1.6 | |
| HONESMasked neuron group=Pair (VQA+Retrieval)2026.04 | — | 5.35 | |
| HONESMasked neuron group=Triple2026.04 | — | 1.1 | |
| HONESMasked neuron group=Gen.2026.04 | — | 1.2 |