List your company
ResearchFormerly WizWand

Text Reasoning on In-domain (test)

66.6AccuracyRLVR
10.9625.40539.8554.295Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RLVRModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0766.60.5140.285
RLCRModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0765.10.7510.109
C3RL w/o RefModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0764.90.70.119
C3RL (Ours)Model family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0764.40.7480.076
SaySelfModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.07550.8070.075
SCModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=12026.0753.90.7620.088
C3RL (Ours)Model family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0749.10.7340.142
C3RL (Ours)Backbone=Llama-3.2-3B-Instruct2026.0749.10.7340.142
SFT+RefModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.07480.720.098
C3RL w/o RefModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0747.30.6970.136
C3RL w/o RefBackbone=Llama-3.2-3B-Instruct2026.0747.30.6970.136
RLVRModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0745.90.5870.463
RLVRBackbone=Llama-3.2-3B-Instruct2026.0745.90.5870.463
BaseModel family=Qwen2.5VL-7B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0745.30.5310.448
RLCRModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0743.30.7990.072
RLCRBackbone=Llama-3.2-3B-Instruct2026.0743.30.7990.072
SCModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=12026.0740.80.7870.091
SCBackbone=Llama-3.2-3B-Instruct2026.0740.80.7870.091
SFT+RefModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0737.60.5720.168
SFT+RefBackbone=Llama-3.2-3B-Instruct2026.0737.60.5720.168
BaseModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0737.20.5630.134
BaseBackbone=Llama-3.2-3B-Instruct2026.0737.20.5630.134
SaySelfModel family=Llama-3.2-3B-Instruct, Decoding temperature=0.7, top_k=-1, top_p=1, Seed=0, 42, 20252026.0713.10.6760.06
SaySelfBackbone=Llama-3.2-3B-Instruct2026.0713.10.6760.06