Common Sense Reasoning

Common sense reasoning tasks are intended to require the model to go beyond pattern recognition. Instead, the model should use "common sense" or world knowledge to make inferences.

Papers

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Showing 251–275 of 939 papers

Title	Date	Tasks	Status	Score
Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving	Feb 21, 2024	Autonomous DrivingAutonomous Vehicles	CodeCode Available	5
Information Gain Is Not All You Need	Mar 28, 2025	AllCommon Sense Reasoning	CodeCode Available	5
Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives	Apr 2, 2019	Cloze TestCommon Sense Reasoning	CodeCode Available	5
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning	Nov 9, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Human-AI collectives produce the most accurate differential diagnoses	Jun 21, 2024	Common Sense Reasoning	CodeCode Available	5
Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation	Mar 18, 2024	Common Sense ReasoningEfficient Exploration	CodeCode Available	5
Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference	Dec 22, 2023	Common Sense Reasoning	CodeCode Available	5
A Simple Method for Commonsense Reasoning	Jun 7, 2018	Common Sense ReasoningCoreference Resolution	CodeCode Available	5
HL Dataset: Visually-grounded Description of Scenes, Actions and Rationales	Feb 23, 2023	Common Sense ReasoningVocal Bursts Intensity Prediction	CodeCode Available	5
Large Language Models Need Consultants for Reasoning: Becoming an Expert in a Complex Human System Through Behavior Simulation	Mar 27, 2024	Common Sense ReasoningWorld Knowledge	CodeCode Available	5
CODAH: An Adversarially-Authored Question Answering Dataset for Common Sense	Jun 1, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	5
CLDR: Contrastive Learning Drug Response Models from Natural Language Supervision	Dec 17, 2023	Common Sense ReasoningContrastive Learning	CodeCode Available	5
GradSkip: Communication-Accelerated Local Gradient Methods with Better Computational Complexity	Oct 28, 2022	Common Sense ReasoningDistributed Optimization	CodeCode Available	5
CITE: A Corpus of Image-Text Discourse Relations	Apr 12, 2019	Common Sense Reasoning	CodeCode Available	5
A Language Agent for Autonomous Driving	Nov 17, 2023	Autonomous DrivingCommon Sense Reasoning	CodeCode Available	5
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering	Sep 9, 2019	Common Sense ReasoningGraph Attention	CodeCode Available	5
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	5
GIST at SemEval-2018 Task 12: A network transferring inference knowledge to Argument Reasoning Comprehension task	Jun 1, 2018	Common Sense ReasoningNatural Language Inference	CodeCode Available	5
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available	5
CODAH: An Adversarially Authored Question-Answer Dataset for Common Sense	Apr 8, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction	Jun 19, 2019	Common Sense ReasoningLanguage Modelling	CodeCode Available	5
Acquiring Common Sense Spatial Knowledge through Implicit Spatial Templates	Nov 18, 2017	Common Sense ReasoningQuestion Answering	CodeCode Available	5
FLIP Reasoning Challenge	Apr 16, 2025	Common Sense Reasoningimage-classification	CodeCode Available	5
Extracting Commonsense Properties from Embeddings with Limited Human Guidance	Jul 1, 2018	Active LearningCommon Sense Reasoning	CodeCode Available	5
Fact-and-Reflection (FaR) Improves Confidence Calibration of Large Language Models	Feb 27, 2024	Common Sense ReasoningQuestion Answering	CodeCode Available	5

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All datasets WinoGrande arc_challenge arc_easy ReCoRD CommonsenseQA PARus RuCoS RWSD BIG-bench (Causal Judgment)BIG-bench (Date Understanding)BIG-bench (Disambiguation QA)BIG-bench (Sports Understanding)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ST-MoE-32B 269B (fine-tuned)	Accuracy	96.1	—	Unverified
2	Unicorn 11B (fine-tuned)	Accuracy	91.3	—	Unverified
3	CompassMTL 567M with Tailor	Accuracy	90.5	—	Unverified
4	CompassMTL 567M	Accuracy	89.6	—	Unverified
5	UnifiedQA 11B (fine-tuned)	Accuracy	89.4	—	Unverified
6	Claude 3 Opus (5-shot)	Accuracy	88.5	—	Unverified
7	GPT-4 (5-shot)	Accuracy	87.5	—	Unverified
8	ExDeBERTa 567M	Accuracy	87	—	Unverified
9	LLaMA-2 13B + MixLoRA	Accuracy	86.3	—	Unverified
10	LLaMA3 8B+MoSLoRA	Accuracy	85.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4 (few-shot, k=25)	Accuracy	96.4	—	Unverified
2	PaLM 2 (few-shot, CoT, SC)	Accuracy	95.1	—	Unverified
3	Shivaay (4B, few-shot, k=8)	Accuracy	91.04	—	Unverified
4	StupidLLM	Accuracy	91.03	—	Unverified
5	Claude 2 (few-shot, k=5)	Accuracy	91	—	Unverified
6	Claude 1.3 (few-shot, k=5)	Accuracy	90	—	Unverified
7	PaLM 540B (Self Improvement, Self Consistency)	Accuracy	89.8	—	Unverified
8	PaLM 540B (Self Consistency)	Accuracy	88.7	—	Unverified
9	PaLM 540B (Self Improvement, CoT Prompting)	Accuracy	88.3	—	Unverified
10	PaLM 540B (Self Improvement, Standard-Prompting)	Accuracy	87.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ST-MoE-32B 269B (fine-tuned)	Accuracy	95.2	—	Unverified
2	LLaMA 3 8B+MoSLoRA (fine-tuned)	Accuracy	90.5	—	Unverified
3	PaLM 2-L (1-shot)	Accuracy	89.7	—	Unverified
4	PaLM 2-M (1-shot)	Accuracy	88	—	Unverified
5	LLaMA-3 8B + MixLoRA	Accuracy	86.5	—	Unverified
6	Camelidae-8×34B	Accuracy	86.2	—	Unverified
7	PaLM 2-S (1-shot)	Accuracy	85.6	—	Unverified
8	LLaMA 65B + CFG (0-shot)	Accuracy	84.2	—	Unverified
9	GAL 120B (0-shot)	Accuracy	83.8	—	Unverified
10	LLaMA-2 13B + MixLoRA	Accuracy	83.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Turing NLR v5 XXL 5.4B (fine-tuned)	EM	95.9	—	Unverified
2	ST-MoE-32B 269B (fine-tuned)	EM	95.1	—	Unverified
3	T5-11B	F1	94.1	—	Unverified
4	DeBERTa-1.5B	EM	94.1	—	Unverified
5	PaLM 540B (finetuned)	EM	94	—	Unverified
6	Vega v2 6B (fine-tuned)	EM	93.9	—	Unverified
7	PaLM 2-L (one-shot)	F1	93.8	—	Unverified
8	T5-XXL 11B (fine-tuned)	EM	93.4	—	Unverified
9	PaLM 2-M (one-shot)	F1	92.4	—	Unverified
10	PaLM 2-S (one-shot)	F1	92.1	—	Unverified