SOTAVerified

Logical Reasoning

Papers

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Showing 1–10 of 747 papers

TitleStatusHype
FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models—0
MiCo: Multi-image Contrast for Reinforcement Visual Reasoning—0
Discrete JEPA: Learning Discrete Token Representations without Reconstruction—0
CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making—0
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language ModelsCode5
Motion-R1: Chain-of-Thought Reasoning and Reinforcement Learning for Human Motion Generation—0
TeleMath: A Benchmark for Large Language Models in Telecom Mathematical Problem Solving—0
TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games—0
EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy EnvironmentsCode0
Are LLMs Reliable Translators of Logical Reasoning Across Lexically Diversified Contexts?Code0
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All datasetsLingOlyBIG-bench (Formal Fallacies Syllogisms Negation)BIG-bench (Penguins In A Table)BIG-bench (Reasoning About Colored Objects)BIG-bench (Temporal Sequences)BIG-bench (Logic Grid Puzzle)BIG-bench (StrategyQA)RuWorldTreeWinograd AutomaticBIG-bench (Logical Fallacy Detection)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Claude OpusDelta_NoContext28.8—Unverified
2GPT-4oDelta_NoContext25.1—Unverified
3Gemini 1.5 ProDelta_NoContext23.4—Unverified
4GPT-4Delta_NoContext21.5—Unverified
5Command R+Delta_NoContext11.6—Unverified
6GPT-3.5Delta_NoContext11.2—Unverified
7Mixtral 8x7BDelta_NoContext6.4—Unverified
8Llama 3 8BDelta_NoContext4.9—Unverified
9Llama 3 70BDelta_NoContext2.9—Unverified
10Gemma 7BDelta_NoContext2.2—Unverified