Visual Document Retrieval on MMLongBench
53.82Doc Retrieval Rates2m-mul
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| s2m-mulBase Model=GME-2B2026.03 | 53.82 | 50.06 | 51.94 | |
| GME-2BBase Model=GME-2B2026.03 | 52.07 | 53.14 | 52.61 | |
| s2m-addBase Model=GME-2B2026.03 | 50.92 | 46.52 | 48.72 | |
| ColParseBase Model=VLM2Vec-V2-2B2026.03 | 49.49 | 50.53 | 50.01 | |
| VLM2Vec-V2-2BBase Model=VLM2Vec-V2-2B2026.03 | 48.55 | 50.34 | 49.45 | |
| s2m-mulBase Model=VLM2Vec-V2-2B2026.03 | 45.72 | 40.66 | 43.19 | |
| ColParseBase Model=VLM2Vec-V1-7B2026.03 | 43.34 | 40.58 | 41.96 | |
| s2m-addBase Model=VLM2Vec-V2-2B2026.03 | 43.33 | 39 | 41.17 | |
| multi-imgBase Model=VLM2Vec-V2-2B2026.03 | 38.69 | 29 | 33.85 | |
| s2m-mulBase Model=VLM2Vec-V1-7B2026.03 | 35.29 | 28.49 | 31.89 | |
| s2m-addBase Model=VLM2Vec-V1-7B2026.03 | 34.57 | 28.11 | 31.34 | |
| ColParseBase Model=VLM2Vec-V1-2B2026.03 | 34.31 | 29.83 | 32.07 | |
| multi-imgBase Model=VLM2Vec-V1-7B2026.03 | 33.77 | 25.6 | 29.69 | |
| s2m-addBase Model=LamRA-Ret2026.03 | 32.18 | 17.82 | 25 | |
| c-semBase Model=VLM2Vec-V1-7B2026.03 | 31.36 | 26.16 | 28.76 | |
| ColParseBase Model=LamRA-Ret2026.03 | 30.74 | 19.5 | 25.12 | |
| s2m-mulBase Model=LamRA-Ret2026.03 | 30.52 | 16.37 | 23.45 | |
| c-semBase Model=VLM2Vec-V2-2B2026.03 | 29.94 | 27.99 | 28.97 | |
| cl-s-mBase Model=VLM2Vec-V1-7B2026.03 | 26.31 | 20.38 | 23.35 | |
| cl-s-mBase Model=VLM2Vec-V2-2B2026.03 | 26.08 | 22.3 | 24.19 | |
| VLM2Vec-V1-2BBase Model=VLM2Vec-V1-2B2026.03 | 25.62 | 26.23 | 25.93 | |
| cl-t-mBase Model=VLM2Vec-V1-7B2026.03 | 25.34 | 20.46 | 22.9 | |
| cl-t-mBase Model=VLM2Vec-V2-2B2026.03 | 25.04 | 21.94 | 23.49 | |
| VLM2Vec-V1-7BBase Model=VLM2Vec-V1-7B2026.03 | 23.85 | 37.63 | 30.74 | |
| multi-imgBase Model=VLM2Vec-V1-2B2026.03 | 23.61 | 15.85 | 19.73 | |
| multi-imgBase Model=LamRA-Ret2026.03 | 23.32 | 7.71 | 15.52 | |
| cl-s-cBase Model=VLM2Vec-V2-2B2026.03 | 23.25 | 18.43 | 20.84 | |
| cl-s-cBase Model=VLM2Vec-V1-7B2026.03 | 22.25 | 14.48 | 18.37 | |
| s2m-mulBase Model=VLM2Vec-V1-2B2026.03 | 22.07 | 15.1 | 18.59 | |
| s2m-addBase Model=VLM2Vec-V1-2B2026.03 | 21.54 | 15.08 | 18.31 | |
| cl-t-mBase Model=LamRA-Ret2026.03 | 20.43 | 13.28 | 16.86 | |
| cl-t-cBase Model=VLM2Vec-V2-2B2026.03 | 20.08 | 18.48 | 19.28 | |
| cl-s-mBase Model=LamRA-Ret2026.03 | 19.84 | 12.91 | 16.38 | |
| LamRA-RetBase Model=LamRA-Ret2026.03 | 19.78 | 13.24 | 16.51 | |
| c-semBase Model=LamRA-Ret2026.03 | 19.62 | 10.69 | 15.16 | |
| c-semBase Model=VLM2Vec-V1-2B2026.03 | 18.76 | 13.88 | 16.32 | |
| cl-t-cBase Model=VLM2Vec-V1-7B2026.03 | 18.75 | 14.31 | 16.53 | |
| cl-s-cBase Model=VLM2Vec-V1-2B2026.03 | 18.29 | 11.54 | 14.92 | |
| cl-t-mBase Model=GME-2B2026.03 | 17.95 | 13.61 | 15.78 | |
| cl-t-cBase Model=VLM2Vec-V1-2B2026.03 | 16.57 | 10.59 | 13.58 | |
| cl-s-cBase Model=GME-2B2026.03 | 16.03 | 12.59 | 14.31 | |
| cl-t-cBase Model=GME-2B2026.03 | 15.54 | 10.26 | 12.9 | |
| cl-s-mBase Model=VLM2Vec-V1-2B2026.03 | 15.45 | 9.06 | 12.26 | |
| cl-s-cBase Model=LamRA-Ret2026.03 | 15.32 | 9.05 | 12.19 | |
| cl-t-cBase Model=LamRA-Ret2026.03 | 14.88 | 8.09 | 11.49 | |
| cl-t-mBase Model=VLM2Vec-V1-2B2026.03 | 14.35 | 8.67 | 11.51 |