Is VL-Rethinker-7B superseded?

VL-Rethinker-7B (LLM reasoning / chain-of-thought): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 2 beat it on benchmarks — #30 of 772 most-superseded. Sub-problem: cluster led by VL-Rethinker-7B. Newer alternatives in the same sub-problem include TVI-CoT.

LLM reasoning / chain-of-thought

VL-Rethinker-7B

Superseded baseline#30 of 772 most-superseded

Superseded — cited as a baseline and beaten by newer methods

0 papers critique it · 2 beat it on benchmarks

Beaten on benchmarks

Head-to-head results where a newer method reports beating VL-Rethinker-7B. Values are copied from the source paper's tables — verify against the cited paper.

TBAC-VLR1-7B beats VL-Rethinker-7B
43.4 vs 41.8
Average (Avg.) · [Models = 7B]
Empowering Lightweight MLLMs with Reasoning via Long CoT SFT
TVI-CoT beats VL-Rethinker-7B
76.6 vs 74.9
MathVista accuracy · [MathVista]
TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding

What to use instead

Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

TVI-CoTTVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding
Jun 7, 2026