TREC 2025 Proceedings

Adhoc Video Search Video Search Task Appendix

Runtag Org infAP iP10 infNDCG
tv25_Meisei_A4 (sample_eval)  (paper) meisei 0.5364 0.8950 0.6585
tv25_Meisei_A2 (sample_eval)  (paper) meisei 0.5338 0.8950 0.6559
tv25_Meisei_A1 (sample_eval)  (paper) meisei 0.5283 0.8800 0.6531
tv25_Meisei_A3 (sample_eval)  (paper) meisei 0.5262 0.8750 0.6454
T2V_VILA_NVILA_VideoLLaMA3_Aria (sample_eval)  (paper) NII_UIT 0.4279 0.7250 0.5955
T2V_VILA_NVILA_VideoLLaMA3_weights (sample_eval)  (paper) NII_UIT 0.4189 0.7200 0.5870
T2V_VILA_NVILA_VideoLLaMA3_v2 (sample_eval)  (paper) NII_UIT 0.4178 0.7200 0.5860
run_1 (sample_eval)  (paper) CERTH-ITI 0.4135 0.8000 0.5674
Paraphrase_T2V_VILA_NVILA_VideoLLaMA3 (sample_eval)  (paper) NII_UIT 0.4033 0.7900 0.5804
run_2 (sample_eval)  (paper) CERTH-ITI 0.4026 0.7950 0.5553
T2V_VILA_v2 (sample_eval)  (paper) NII_UIT 0.3998 0.7300 0.5665
gpt (sample_eval)  (paper) ncsu-las 0.3928 0.7600 0.5500
run_3 (sample_eval)  (paper) CERTH-ITI 0.3617 0.8000 0.5039
run_4 (sample_eval)  (paper) CERTH-ITI 0.3301 0.6900 0.4906
run4 (sample_eval)  SZUAI 0.3167 0.7000 0.4923
run3 (sample_eval)  SZUAI 0.3046 0.6700 0.4847
phi-only (sample_eval)  (paper) ncsu-las 0.2885 0.7800 0.4660
decomp (sample_eval)  (paper) ncsu-las 0.2820 0.7150 0.4539
run1 (sample_eval)  SZUAI 0.2773 0.3950 0.4704
phi-subgroup (sample_eval)  (paper) ncsu-las 0.2650 0.7550 0.4342
run2 (sample_eval)  SZUAI 0.2558 0.6200 0.4344
Fuse all sub-models (sample_eval)  (paper) WHU-NERCMS 0.2441 0.6900 0.4065
Proportional fusion (sample_eval)  (paper) WHU-NERCMS 0.2441 0.6900 0.4065
HPA (sample_eval)  (paper) WHU-NERCMS 0.1754 0.5600 0.3177
fg-clip (sample_eval)  (paper) ncsu-las 0.1413 0.4450 0.2731
ccilab1 (sample_eval)  (paper) ccilab 0.0801 0.3600 0.2191
clap (sample_eval)  (paper) ncsu-las 0.0607 0.2850 0.2002
InternVL3 Baseline (sample_eval)  (paper) AFRL 0.0003 0.0100 0.0095
BLIP BLIP2 CLIP LaCLIP SLIP diffusion (sample_eval)  (paper) WHU-NERCMS 0.0001 0.0050 0.0045