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 51–100 of 939 papers

Title	Date	Tasks	Status	Hype
Deep Bidirectional Language-Knowledge Graph Pretraining	Oct 17, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	2
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model	Aug 2, 2022	Causal Language ModelingCommon Sense Reasoning	CodeCode Available	2
PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change	Jun 21, 2022	Common Sense ReasoningDiversity	CodeCode Available	2
Large Language Models are Zero-Shot Reasoners	May 24, 2022	Arithmetic ReasoningCommon Sense Reasoning	CodeCode Available	2
PaLM: Scaling Language Modeling with Pathways	Apr 5, 2022	Auto DebuggingCode Generation	CodeCode Available	2
STaR: Bootstrapping Reasoning With Reasoning	Mar 28, 2022	Common Sense ReasoningLanguage Modeling	CodeCode Available	2
Scaling Language Models: Methods, Analysis & Insights from Training Gopher	Dec 8, 2021	Abstract AlgebraAnachronisms	CodeCode Available	2
DeBERTa: Decoding-enhanced BERT with Disentangled Attention	Jun 5, 2020	Common Sense ReasoningCoreference Resolution	CodeCode Available	2
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer	Oct 23, 2019	Answer GenerationCommon Sense Reasoning	CodeCode Available	2
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations	Sep 26, 2019	Common Sense ReasoningGPU	CodeCode Available	2
3D Visual Illusion Depth Estimation	May 19, 2025	Common Sense ReasoningDepth Estimation	CodeCode Available	1
VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding	May 2, 2025	Anomaly DetectionCommon Sense Reasoning	CodeCode Available	1
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning	Apr 18, 2025	Common Sense Reasoningimage-classification	CodeCode Available	1
Global-Local Tree Search in VLMs for 3D Indoor Scene Generation	Mar 24, 2025	Common Sense ReasoningObject	CodeCode Available	1
Multi-Modal Grounded Planning and Efficient Replanning For Learning Embodied Agents with A Few Examples	Dec 23, 2024	Common Sense ReasoningTask Planning	CodeCode Available	1
Language Agents Meet Causality -- Bridging LLMs and Causal World Models	Oct 25, 2024	Causal InferenceCommon Sense Reasoning	CodeCode Available	1
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning	Oct 1, 2024	Common Sense ReasoningDeepFake Detection	CodeCode Available	1
Revisiting Essential and Nonessential Settings of Evidential Deep Learning	Oct 1, 2024	Common Sense ReasoningDeep Learning	CodeCode Available	1
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing	Jul 11, 2024	Common Sense ReasoningQuestion Answering	CodeCode Available	1
Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models	Jun 24, 2024	Common Sense ReasoningHallucination	CodeCode Available	1
Improving Visual Commonsense in Language Models via Multiple Image Generation	Jun 19, 2024	Common Sense ReasoningImage Generation	CodeCode Available	1
Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles	Jun 18, 2024	Arithmetic ReasoningCode Generation	CodeCode Available	1
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation	Jun 9, 2024	Common Sense ReasoningDenoising	CodeCode Available	1
Large Language Models as Evaluators for Recommendation Explanations	Jun 5, 2024	Common Sense ReasoningInstruction Following	CodeCode Available	1
OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage Pruning	May 9, 2024	Common Sense Reasoningnamed-entity-recognition	CodeCode Available	1
Exploring AIGC Video Quality: A Focus on Visual Harmony, Video-Text Consistency and Domain Distribution Gap	Apr 21, 2024	Common Sense Reasoning	CodeCode Available	1
Memory Sharing for Large Language Model based Agents	Apr 15, 2024	Common Sense ReasoningDiversity	CodeCode Available	1
VLLMs Provide Better Context for Emotion Understanding Through Common Sense Reasoning	Apr 10, 2024	Common Sense ReasoningEmotion Classification	CodeCode Available	1
Common Sense Enhanced Knowledge-based Recommendation with Large Language Model	Mar 27, 2024	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models	Mar 23, 2024	Common Sense ReasoningIn-Context Learning	CodeCode Available	1
To Help or Not to Help: LLM-based Attentive Support for Human-Robot Group Interactions	Mar 19, 2024	Common Sense Reasoning	CodeCode Available	1
PhD: A ChatGPT-Prompted Visual hallucination Evaluation Dataset	Mar 17, 2024	AttributeCommon Sense Reasoning	CodeCode Available	1
Repeated Padding for Sequential Recommendation	Mar 11, 2024	Common Sense ReasoningData Augmentation	CodeCode Available	1
HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments	Jan 23, 2024	Common Sense ReasoningDecision Making	CodeCode Available	1
CBVS: A Large-Scale Chinese Image-Text Benchmark for Real-World Short Video Search Scenarios	Jan 19, 2024	Common Sense ReasoningImage Retrieval	CodeCode Available	1
Large Language Models Are Neurosymbolic Reasoners	Jan 17, 2024	Common Sense ReasoningMath	CodeCode Available	1
A Semantic Space is Worth 256 Language Descriptions: Make Stronger Segmentation Models with Descriptive Properties	Dec 21, 2023	Common Sense ReasoningDescriptive	CodeCode Available	1
Are Large Language Models Temporally Grounded?	Nov 14, 2023	Common Sense ReasoningIn-Context Learning	CodeCode Available	1
Smart Agent-Based Modeling: On the Use of Large Language Models in Computer Simulations	Nov 10, 2023	Common Sense Reasoning	CodeCode Available	1
Chain of Images for Intuitively Reasoning	Nov 9, 2023	Common Sense ReasoningLanguage Modelling	CodeCode Available	1
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment	Nov 5, 2023	Caption GenerationCommon Sense Reasoning	CodeCode Available	1
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models	Oct 5, 2023	Common Sense ReasoningMultiple-choice	CodeCode Available	1
AdaRefiner: Refining Decisions of Language Models with Adaptive Feedback	Sep 29, 2023	Common Sense ReasoningDecision Making	CodeCode Available	1
TrafficGPT: Viewing, Processing and Interacting with Traffic Foundation Models	Sep 13, 2023	Common Sense ReasoningDecision Making	CodeCode Available	1
Mitigating the Alignment Tax of RLHF	Sep 12, 2023	Common Sense ReasoningContinual Learning	CodeCode Available	1
SayNav: Grounding Large Language Models for Dynamic Planning to Navigation in New Environments	Sep 8, 2023	Common Sense ReasoningNavigate	CodeCode Available	1
Token-Scaled Logit Distillation for Ternary Weight Generative Language Models	Aug 13, 2023	Arithmetic ReasoningCommon Sense Reasoning	CodeCode Available	1
KETM:A Knowledge-Enhanced Text Matching method	Aug 11, 2023	Common Sense ReasoningQuestion Answering	CodeCode Available	1
Do Multilingual Language Models Think Better in English?	Aug 2, 2023	Common Sense ReasoningCross-Lingual Natural Language Inference	CodeCode Available	1
REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction	Jun 27, 2023	Common Sense ReasoningLarge Language Model	CodeCode Available	1

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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