SOTAVerified

Logical Reasoning

Papers

Showing 326350 of 747 papers

TitleStatusHype
DBRouting: Routing End User Queries to Databases for Answerability0
Inferring User Preferences by Probabilistic Logical Reasoning over Social Networks0
Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs0
Is a 3D-Tokenized LLM the Key to Reliable Autonomous Driving?0
Is ChatGPT a Good Personality Recognizer? A Preliminary Study0
Is writing style predictive of scientific fraud?0
Is writing style predictive of scientific fraud?0
JAMES: Normalizing Job Titles with Multi-Aspect Graph Embeddings and Reasoning0
Join-Chain Network: A Logical Reasoning View of the Multi-head Attention in Transformer0
d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning0
Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights0
Deduction under Perturbed Evidence: Probing Student Simulation Capabilities of Large Language Models0
KARGEN: Knowledge-enhanced Automated Radiology Report Generation Using Large Language Models0
Curriculum Abductive Learning0
KnowGraph: Knowledge-Enabled Anomaly Detection via Logical Reasoning on Graph Data0
Improving Small-Scale Large Language Models Function Calling for Reasoning Tasks0
Knowledge Authoring with Factual English, Rules, and Actions0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs0
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning0
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm0
Knowledge Informed Semantic Parsing for Conversational Question Answering0
Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions0
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities0
LAD-Reasoner: Tiny Multimodal Models are Good Reasoners for Logical Anomaly Detection0
Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Claude OpusDelta_NoContext28.8Unverified
2GPT-4oDelta_NoContext25.1Unverified
3Gemini 1.5 ProDelta_NoContext23.4Unverified
4GPT-4Delta_NoContext21.5Unverified
5Command R+Delta_NoContext11.6Unverified
6GPT-3.5Delta_NoContext11.2Unverified
7Mixtral 8x7BDelta_NoContext6.4Unverified
8Llama 3 8BDelta_NoContext4.9Unverified
9Llama 3 70BDelta_NoContext2.9Unverified
10Gemma 7BDelta_NoContext2.2Unverified
#ModelMetricClaimedVerifiedStatus
1PaLM 2 (few-shot, k=3, Direct)Accuracy64.8Unverified
2PaLM 2 (few-shot, k=3, CoT)Accuracy57.2Unverified
3OPT 66B (few-shot, k=3)Accuracy54Unverified
4PaLM 540B (few-shot, k=3)Accuracy53.6Unverified
5GPT-NeoX 20B (few-shot, k=3)Accuracy52.8Unverified
6BLOOM 176B (few-shot, k=3)Accuracy52.8Unverified
7Chinchilla-70B (few-shot, k=5)Accuracy52.1Unverified
8Bloomberg GPT 50B (few-shot, k=3)Accuracy50.8Unverified
9Gopher-280B (few-shot, k=5)Accuracy50.7Unverified
#ModelMetricClaimedVerifiedStatus
1PaLM 2 (few-shot, k=3, CoT)Accuracy84.9Unverified
2PaLM 2 (few-shot, k=3, Direct)Accuracy65.8Unverified
3Chinchilla-70B (few-shot, k=5)Accuracy48.7Unverified
4PaLM 540B (few-shot, k=3)Accuracy44.5Unverified
5Gopher-280B (few-shot, k=5)Accuracy40.6Unverified
6BLOOM 176B (few-shot, k=3)Accuracy40.41Unverified
7Bloomberg GPT (few-shot, k=3)Accuracy37.67Unverified
8GPT-NeoX (few-shot, k=3)Accuracy33.56Unverified
9OPT 66B (few-shot, k=3)Accuracy28.08Unverified
#ModelMetricClaimedVerifiedStatus
1PaLM 2 (few-shot, k=3, CoT)Accuracy91.2Unverified
2PaLM 2 (few-shot, k=3, Direct)Accuracy61.2Unverified
3Chinchilla-70B (few-shot, k=5)Accuracy59.7Unverified
4Gopher-280B (few-shot, k=5)Accuracy49.2Unverified
5PaLM 540B (few-shot, k=3)Accuracy38Unverified
6BLOOM 176B (few-shot, k=3)Accuracy36.8Unverified
7Bloomberg GPT (few-shot, k=3)Accuracy34.8Unverified
8OPT 66B (few-shot, k=3)Accuracy31.2Unverified
9GPT-NeoX (few-shot, k=3)Accuracy26Unverified
#ModelMetricClaimedVerifiedStatus
1PaLM 2 (few-shot, k=3, CoT)Accuracy100Unverified
2PaLM 2 (few-shot, k=3, Direct)Accuracy96.4Unverified
3PaLM 540B (few-shot, k=3)Accuracy39.6Unverified
4BLOOM 176B (few-shot, k=3)Accuracy36.8Unverified
5Chinchilla-70B (few-shot, k=5)Accuracy32Unverified
6Bloomberg GPT (few-shot, k=3)Accuracy29.2Unverified
7OPT 66B (few-shot, k=3)Accuracy23.6Unverified
8GPT-NeoX (few-shot, k=3)Accuracy21.2Unverified
9Gopher-280B (few-shot, k=5)Accuracy19Unverified
#ModelMetricClaimedVerifiedStatus
1Chinchilla-70B (few-shot, k=5)Accuracy44Unverified
2PaLM-540B (few-shot, k=5)Accuracy42.4Unverified
3PaLM-62B (few-shot, k=5)Accuracy36.5Unverified
4Gopher-280B (few-shot, k=5)Accuracy35.1Unverified
#ModelMetricClaimedVerifiedStatus
1PaLM-540B (few-shot, k=5)Accuracy73.9Unverified
2Chinchilla-70B (few-shot, k=5)Accuracy68.3Unverified
3PaLM-62B (few-shot, k=5)Accuracy65.4Unverified
4Gopher-280B (few-shot, k=5)Accuracy61Unverified
#ModelMetricClaimedVerifiedStatus
1Human benchmarkAccuracy 83.7Unverified
2RuGPT-3 LargeAccuracy 40.7Unverified
3RuGPT-3 MediumAccuracy 38Unverified
4RuGPT-3 SmallAccuracy 34Unverified
#ModelMetricClaimedVerifiedStatus
1Human benchmarkAccuracy87Unverified
2RuGPT-3 SmallAccuracy57.9Unverified
3RuGPT-3 MediumAccuracy57.2Unverified
4RuGPT-3 LargeAccuracy55.5Unverified
#ModelMetricClaimedVerifiedStatus
1Chinchilla-70B (few-shot, k=5)Accuracy72.1Unverified
2Gopher-280B (few-shot, k=5)Accuracy58.9Unverified