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 251–300 of 939 papers

Title	Date	Tasks	Status	Score
Knowledge-Driven Robot Program Synthesis from Human VR Demonstrations	Jun 5, 2023	Code GenerationCommon Sense Reasoning	CodeCode Available	5
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	CodeCode Available	5
KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph Generation	Feb 21, 2025	Common Sense ReasoningGraph Generation	CodeCode Available	5
The Argument Reasoning Comprehension Task: Identification and Reconstruction of Implicit Warrants	Aug 4, 2017	2kCommon 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
“It doesn’t look good for a date”: Transforming Critiques into Preferences for Conversational Recommendation Systems	Nov 1, 2021	Common Sense ReasoningConversational Recommendation	CodeCode Available	5
KC-ISA: An Implicit Sentiment Analysis Model Combining Knowledge Enhancement and Context Features	Oct 1, 2022	Common Sense ReasoningSentiment Analysis	CodeCode Available	5
iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain Teasers	May 25, 2024	Common Sense ReasoningMultiple-choice	CodeCode Available	5
Is "My Favorite New Movie" My Favorite Movie? Probing the Understanding of Recursive Noun Phrases	Dec 15, 2021	Common Sense ReasoningNatural Language Inference	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
"It doesn't look good for a date": Transforming Critiques into Preferences for Conversational Recommendation Systems	Sep 15, 2021	Common Sense ReasoningConversational Recommendation	CodeCode Available	5
CODAH: An Adversarially-Authored Question Answering Dataset for Common Sense	Jun 1, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Incorporating Chinese Characters of Words for Lexical Sememe Prediction	Jun 17, 2018	Common Sense ReasoningPrediction	CodeCode Available	5
CLDR: Contrastive Learning Drug Response Models from Natural Language Supervision	Dec 17, 2023	Common Sense ReasoningContrastive Learning	CodeCode Available	5
Inferring spatial relations from textual descriptions of images	Feb 1, 2021	Common Sense ReasoningObject	CodeCode Available	5
Improved Word Representation Learning with Sememes	Jul 1, 2017	Common Sense ReasoningLanguage Modeling	CodeCode Available	5
Improving Neural Story Generation by Targeted Common Sense Grounding	Aug 26, 2019	Common Sense ReasoningMulti-Task Learning	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
Improving Sample Efficiency of Reinforcement Learning with Background Knowledge from Large Language Models	Jul 4, 2024	Common Sense ReasoningReinforcement Learning (RL)	CodeCode Available	5
Information Gain Is Not All You Need	Mar 28, 2025	AllCommon Sense Reasoning	CodeCode Available	5
Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving	Feb 21, 2024	Autonomous DrivingAutonomous Vehicles	CodeCode Available	5
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
Human-AI collectives produce the most accurate differential diagnoses	Jun 21, 2024	Common Sense Reasoning	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
Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation	Mar 18, 2024	Common Sense ReasoningEfficient Exploration	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
Empirical Analysis of Foundational Distinctions in Linked Open Data	Mar 26, 2018	Common Sense ReasoningNatural Language Understanding	CodeCode Available	5
Embodied Image Quality Assessment for Robotic Intelligence	Dec 25, 2024	Common Sense ReasoningImage Quality Assessment	CodeCode Available	5
CODAH: An Adversarially Authored Question-Answer Dataset for Common Sense	Apr 8, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Embarrassingly Simple Performance Prediction for Abductive Natural Language Inference	Feb 21, 2022	Common Sense ReasoningModel Selection	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
Acquiring Common Sense Spatial Knowledge through Implicit Spatial Templates	Nov 18, 2017	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Eliciting Knowledge from Large Pre-Trained Models for Unsupervised Knowledge-Grounded Conversation	Nov 3, 2022	Common Sense ReasoningDialogue Generation	CodeCode Available	5
GradSkip: Communication-Accelerated Local Gradient Methods with Better Computational Complexity	Oct 28, 2022	Common Sense ReasoningDistributed Optimization	CodeCode Available	5
Elaboration-Generating Commonsense Question Answering at Scale	Sep 2, 2022	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Garbage in, garbage out: Zero-shot detection of crime using Large Language Models	Jul 4, 2023	Common Sense ReasoningLanguage Modeling	CodeCode Available	5
Editing Common Sense in Transformers	May 24, 2023	Common Sense ReasoningModel Editing	CodeCode Available	5
AILS-NTUA at SemEval-2024 Task 9: Cracking Brain Teasers: Transformer Models for Lateral Thinking Puzzles	Apr 1, 2024	Common Sense ReasoningMultiple-choice	CodeCode Available	5
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available	5
DynMoLE: Boosting Mixture of LoRA Experts Fine-Tuning with a Hybrid Routing Mechanism	Apr 1, 2025	Common Sense ReasoningComputational Efficiency	CodeCode Available	5
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models	Jun 6, 2024	Arithmetic ReasoningCode Generation	CodeCode Available	5
FLIP Reasoning Challenge	Apr 16, 2025	Common Sense Reasoningimage-classification	CodeCode Available	5
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering	Sep 9, 2019	Common Sense ReasoningGraph Attention	CodeCode Available	5
Fact-and-Reflection (FaR) Improves Confidence Calibration of Large Language Models	Feb 27, 2024	Common Sense ReasoningQuestion Answering	CodeCode Available	5
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM	Mar 12, 2024	Arithmetic ReasoningCode Generation	CodeCode Available	5
Extracting Commonsense Properties from Embeddings with Limited Human Guidance	Jul 1, 2018	Active LearningCommon Sense Reasoning	CodeCode Available	5
Don't Fight Hallucinations, Use Them: Estimating Image Realism using NLI over Atomic Facts	Mar 20, 2025	Common Sense ReasoningNatural Language Inference	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