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 301–350 of 939 papers

Title	Date	Tasks	Status	Score
Human-AI collectives produce the most accurate differential diagnoses	Jun 21, 2024	Common 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
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
Leveraging QA Datasets to Improve Generative Data Augmentation	May 25, 2022	Common Sense ReasoningData Augmentation	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
CITE: A Corpus of Image-Text Discourse Relations	Apr 12, 2019	Common Sense Reasoning	CodeCode Available	5
Do Machine Learning Models Learn Statistical Rules Inferred from Data?	Mar 2, 2023	Common Sense ReasoningImputation	CodeCode Available	5
Learning to Predict Concept Ordering for Common Sense Generation	Sep 12, 2023	Common Sense ReasoningSentence	CodeCode Available	5
Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation	Mar 18, 2024	Common Sense ReasoningEfficient Exploration	CodeCode Available	5
Learn How to Cook a New Recipe in a New House: Using Map Familiarization, Curriculum Learning, and Bandit Feedback to Learn Families of Text-Based Adventure Games	Aug 13, 2019	Common Sense ReasoningQ-Learning	CodeCode Available	5
Do Language Models Understand Morality? Towards a Robust Detection of Moral Content	Jun 6, 2024	Common Sense ReasoningNatural Language Inference	CodeCode Available	5
GradSkip: Communication-Accelerated Local Gradient Methods with Better Computational Complexity	Oct 28, 2022	Common Sense ReasoningDistributed Optimization	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
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
DKN: Deep Knowledge-Aware Network for News Recommendation	Jan 25, 2018	Click-Through Rate PredictionCommon 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
iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain Teasers	May 25, 2024	Common Sense ReasoningMultiple-choice	CodeCode Available	5
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model Compression	Mar 6, 2025	BenchmarkingCommon Sense Reasoning	CodeCode Available	5
Distributional semantics for ontology verification	Jun 1, 2015	Common Sense Reasoning	—Unverified	0
DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery	Jan 1, 2025	Common Sense ReasoningDensity Estimation	—Unverified	0
Diffusion as Reasoning: Enhancing Object Goal Navigation with LLM-Biased Diffusion Model	Oct 29, 2024	Common Sense ReasoningNavigate	—Unverified	0
An Improved Neural Baseline for Temporal Relation Extraction	Sep 1, 2019	Common Sense ReasoningNatural Language Understanding	—Unverified	0
Benchmarks for Automated Commonsense Reasoning: A Survey	Feb 9, 2023	Common Sense ReasoningSurvey	—Unverified	0
DialogSum Challenge: Summarizing Real-Life Scenario Dialogues	Aug 1, 2021	Common Sense ReasoningRepresentation Learning	—Unverified	0
Bootstrapping Developmental AIs: From Simple Competences to Intelligent Human-Compatible AIs	Aug 8, 2023	Board GamesCommon Sense Reasoning	—Unverified	0
Belief Scene Graphs: Expanding Partial Scenes with Objects through Computation of Expectation	Feb 6, 2024	Common Sense ReasoningTask Planning	—Unverified	0
An Hymn of an even Deeper Sentiment Analysis	Jun 1, 2016	Common Sense ReasoningSemantic Role Labeling	—Unverified	0
Developing a concept-level knowledge base for sentiment analysis in Singlish	Jul 14, 2017	Common Sense ReasoningGraph Mining	—Unverified	0
Detecting COVID-19 Conspiracy Theories with Transformers and TF-IDF	May 1, 2022	Common Sense ReasoningFake News Detection	—Unverified	0
Detect2Interact: Localizing Object Key Field in Visual Question Answering (VQA) with LLMs	Apr 1, 2024	Common Sense ReasoningObject	—Unverified	0
Despite "super-human" performance, current LLMs are unsuited for decisions about ethics and safety	Dec 13, 2022	Common Sense ReasoningEthics	—Unverified	0
Design Knowledge Representation with Technology Semantic Network	Dec 31, 2020	Common Sense Reasoning	—Unverified	0
Design and Implementation of Linked Planning Domain Definition Language	Dec 17, 2019	Common Sense Reasoning	—Unverified	0
Behind the Scenes of an Evolving Event Cloze Test	Apr 1, 2017	Cloze TestCommon Sense Reasoning	—Unverified	0
A Hierarchical Bayesian Model for Unsupervised Induction of Script Knowledge	Apr 1, 2014	Common Sense ReasoningQuestion Answering	—Unverified	0
DELTA: Decomposed Efficient Long-Term Robot Task Planning using Large Language Models	Apr 4, 2024	Common Sense ReasoningComputational Efficiency	—Unverified	0
Back to Square One: Artifact Detection, Training and Commonsense Disentanglement in the Winograd Schema	Apr 16, 2021	Artifact DetectionBias Detection	—Unverified	0
DEEPYANG at SemEval-2020 Task 4: Using the Hidden Layer State of BERT Model for Differentiating Common Sense	Dec 1, 2020	Common Sense ReasoningNatural Language Understanding	—Unverified	0
Deep Unsupervised Hashing with Latent Semantic Components	Mar 17, 2022	Common Sense ReasoningImage Retrieval	—Unverified	0
Baby Intuitions Benchmark (BIB): Discerning the goals, preferences, and actions of others	Feb 23, 2021	Common Sense Reasoning	—Unverified	0
An End-to-End Multi-task Learning Model for Fact Checking	Nov 1, 2018	Common Sense ReasoningEntity Linking	—Unverified	0
Deep Style Match for Complementary Recommendation	Aug 26, 2017	Common Sense ReasoningFeature Engineering	—Unverified	0
Deep Reinforcement Learning-Based Approach for a Single Vehicle Persistent Surveillance Problem with Fuel Constraints	Apr 9, 2024	Common Sense ReasoningDeep Reinforcement Learning	—Unverified	0
Deep Haptic Model Predictive Control for Robot-Assisted Dressing	Sep 27, 2017	Common Sense ReasoningModel Predictive Control	—Unverified	0
A vision-grounded dataset for predicting typical locations for verbs	May 1, 2018	Common Sense ReasoningImage Captioning	—Unverified	0
An Application of Pseudo-Log-Likelihoods to Natural Language Scoring	Jan 23, 2022	Common Sense ReasoningGPU	—Unverified	0
Deep Distilling: automated code generation using explainable deep learning	Nov 16, 2021	Code GenerationCommon Sense Reasoning	—Unverified	0
A Vision for Semantically Enriched Data Science	Mar 2, 2023	Common Sense ReasoningData Augmentation	—Unverified	0
Multimodal Analysis Of Google Bard And GPT-Vision: Experiments In Visual Reasoning	Aug 17, 2023	Common Sense ReasoningOptical Character Recognition	—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