LLM reasoning / chain-of-thought
Insight-V
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
Superseded baseline#120 of 772 most-superseded · first seen Nov 21, 2024
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating Insight-V. Values are copied from the source paper's tables — verify against the cited paper.
TVI-CoT beats Insight-V
64.3 vs 50.2
MMMU accuracy · [MMMU]
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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.
- Jun 7, 2026