Tone-controlled captioning on RoadTones Eval 1.0 (test) benchmark leaderboard · SOTA2 Research

Tone-controlled captioning on RoadTones Eval 1.0 (test)

72.7P ScoreROADTONES-VL w-CoT

Evaluation Results

Method	Links
ROADTONES-VL w-CoT2026.05		72.7	81.5	77.1	98.2	74.5	94.5	89.1	83.1	57.7	70.4
ROADTONES-VL w/o-CoT2026.05		72.7	81.6	77.2	98.1	74.2	94.1	88.8	83	57.2	70.1
Single-Run2026.05		72.1	80.8	76.5	97.9	73.2	94.2	88.4	82.4	56.3	69.4
Single-Cap2026.05		70.9	79.5	75.2	98.4	69.5	92.1	86.6	80.9	53	67
Gemini-2.5-pro2026.05		68.5	72.5	70.5	95.8	74.9	91.7	87.5	79	59.4	69.2
RoadTones-Cap2026.05		65.4	73.1	69.2	98.1	73.3	80.6	84	76.6	54.2	65.4
GPT-52026.05		63.1	65	64.1	95.7	74.3	87.3	85.8	75	55.7	65.4
Qwen3-VL2026.05		60.7	57.9	59.3	82.6	69	17.5	56.4	57.9	52.8	55.4
RoadSocial-Cap2026.05		60	64.9	62.4	93.9	68.1	77.7	79.9	71.2	46.2	58.7
MiniCPM-V 4.52026.05		59.9	55	57.4	79.3	69.6	18.3	55.7	56.6	47.6	52.1
InternVL-3.52026.05		50.3	52.4	51.3	77.8	64.8	22.9	55.2	53.3	44.1	48.7
RoadSocial2026.05		40.8	33.7	37.2	63.4	73	52.2	62.9	50.1	44.5	47.3
VideoLLaMA32026.05		40.8	43.6	42.2	68.9	64	12	48.3	45.3	41.7	43.5
Qwen2.5-VL2026.05		37.5	37.1	37.3	65	66	18.9	50	43.7	48.3	46
RoboTron-Drive2026.05		27.8	32.9	30.3	61.1	58.1	32.9	47.8	39.1	41.5	40.3
Dolphins2026.05		19.5	32.6	26.1	63	56.5	37.3	52.3	39.2	40.2	39.7