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 151–200 of 939 papers

Title	Date	Tasks	Status	Hype
Thinking Like a Skeptic: Defeasible Inference in Natural Language	Nov 1, 2020	Common Sense ReasoningNatural Language Inference	CodeCode Available	1
RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark	Oct 29, 2020	Common Sense ReasoningDiagnostic	CodeCode Available	1
Pre-training Text-to-Text Transformers for Concept-centric Common Sense	Oct 24, 2020	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
mT5: A massively multilingual pre-trained text-to-text transformer	Oct 22, 2020	Common Sense ReasoningNatural Language Inference	CodeCode Available	1
Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines	Oct 8, 2020	Common Sense ReasoningCommonsense Reasoning for RL	CodeCode Available	1
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention	Oct 2, 2020	Common Sense ReasoningEntity Typing	CodeCode Available	1
Generating similes effortlessly like a Pro: A Style Transfer Approach for Simile Generation	Sep 18, 2020	Common Sense ReasoningSentence	CodeCode Available	1
Finding Effective Security Strategies through Reinforcement Learning and Self-Play	Sep 17, 2020	Common Sense Reasoningreinforcement-learning	CodeCode Available	1
Learning Long-term Visual Dynamics with Region Proposal Interaction Networks	Aug 5, 2020	Common Sense ReasoningObject	CodeCode Available	1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild	Jul 30, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring Systems	Jul 14, 2020	Automated Essay ScoringCommon Sense Reasoning	CodeCode Available	1
Event2Mind for Russian: Understanding Emotions and Intents in Texts. Corpus and Model for Evaluation	Jun 17, 2020	Common Sense Reasoning	CodeCode Available	1
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder	Jun 15, 2020	Common Sense ReasoningDecoder	CodeCode Available	1
Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers	May 24, 2020	Common Sense ReasoningWorld Knowledge	CodeCode Available	1
ProtoQA: A Question Answering Dataset for Prototypical Common-Sense Reasoning	May 2, 2020	Common Sense ReasoningQuestion Answering	CodeCode Available	1
UnifiedQA: Crossing Format Boundaries With a Single QA System	May 2, 2020	Common Sense ReasoningLanguage Modeling	CodeCode Available	1
Conversational Word Embedding for Retrieval-Based Dialog System	Apr 28, 2020	Common Sense ReasoningMachine Translation	CodeCode Available	1
Generative Data Augmentation for Commonsense Reasoning	Apr 24, 2020	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
PIQA: Reasoning about Physical Commonsense in Natural Language	Nov 26, 2019	ArticlesCommon Sense Reasoning	CodeCode Available	1
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Sep 4, 2019	Common Sense ReasoningKnowledge Base Question Answering	CodeCode Available	1
RoBERTa: A Robustly Optimized BERT Pretraining Approach	Jul 26, 2019	Common Sense ReasoningDocument Image Classification	CodeCode Available	1
WinoGrande: An Adversarial Winograd Schema Challenge at Scale	Jul 24, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Does It Make Sense? And Why? A Pilot Study for Sense Making and Explanation	Jun 2, 2019	Common Sense ReasoningLanguage Modeling	CodeCode Available	1
A Surprisingly Robust Trick for Winograd Schema Challenge	May 15, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Image Generation From Small Datasets via Batch Statistics Adaptation	Apr 3, 2019	Common Sense ReasoningDiversity	CodeCode Available	1
Language Models are Unsupervised Multitask Learners	Feb 14, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Fake News Detection on Social Media using Geometric Deep Learning	Feb 10, 2019	Common Sense ReasoningDeep Learning	CodeCode Available	1
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge	Nov 2, 2018	Common Sense ReasoningMultiple-choice	CodeCode Available	1
pair2vec: Compositional Word-Pair Embeddings for Cross-Sentence Inference	Oct 20, 2018	Common Sense ReasoningSentence	CodeCode Available	1
The "something something" video database for learning and evaluating visual common sense	Jun 13, 2017	Action RecognitionCommon Sense Reasoning	CodeCode Available	1
Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes	Jul 17, 2025	Common Sense ReasoningWorld Knowledge	—Unverified	0
LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization	Jul 6, 2025	Common Sense Reasoningparameter-efficient fine-tuning	CodeCode Available	0
EditInspector: A Benchmark for Evaluation of Text-Guided Image Edits	Jun 11, 2025	Artifact DetectionCaption Generation	—Unverified	0
CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation	Jun 11, 2025	Common Sense ReasoningQuestion Answering	—Unverified	0
Prime the search: Using large language models for guiding geometric task and motion planning by warm-starting tree search	Jun 8, 2025	Common Sense ReasoningMotion Planning	CodeCode Available	0
AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment	Jun 4, 2025	Common Sense Reasoning	CodeCode Available	0
ATLAS: Learning to Optimally Memorize the Context at Test Time	May 29, 2025	Common Sense ReasoningLanguage Modeling	—Unverified	0
Spatial Knowledge Graph-Guided Multimodal Synthesis	May 28, 2025	Common Sense ReasoningKnowledge Graphs	—Unverified	0
CaseEdit: Enhancing Localized Commonsense Reasoning via Null-Space Constrained Knowledge Editing in Small Parameter Language Models	May 26, 2025	Common Sense ReasoningComputational Efficiency	—Unverified	0
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation	May 22, 2025	Common Sense ReasoningInformation Retrieval	—Unverified	0
SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving	May 22, 2025	Autonomous DrivingCommon Sense Reasoning	—Unverified	0
OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation	May 20, 2025	Common Sense ReasoningMathematical Reasoning	—Unverified	0
Empirically evaluating commonsense intelligence in large language models with large-scale human judgments	May 15, 2025	Common Sense Reasoning	—Unverified	0
ProdRev: A DNN framework for empowering customers using generative pre-trained transformers	May 14, 2025	Abstractive Text SummarizationCommon Sense Reasoning	—Unverified	0
Through the Looking Glass: Common Sense Consistency Evaluation of Weird Images	May 12, 2025	Common Sense Reasoning	—Unverified	0
AgentSGEN: Multi-Agent LLM in the Loop for Semantic Collaboration and GENeration of Synthetic Data	May 7, 2025	Common Sense Reasoning	—Unverified	0
Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation	May 5, 2025	Common Sense ReasoningScene Generation	—Unverified	0
UAV-VLN: End-to-End Vision Language guided Navigation for UAVs	Apr 30, 2025	Common Sense ReasoningInstruction Following	—Unverified	0
ScanEdit: Hierarchically-Guided Functional 3D Scan Editing	Apr 21, 2025	3D scene EditingCommon Sense Reasoning	—Unverified	0
Creating 'Full-Stack' Hybrid Reasoning Systems that Prioritize and Enhance Human Intelligence	Apr 18, 2025	Common Sense ReasoningIngenuity	—Unverified	0

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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