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 876–900 of 939 papers

Title	Date	Tasks	Status
IIT (BHU): System Description for LSDSem'17 Shared Task	Apr 1, 2017	Cloze TestCommon Sense Reasoning	—Unverified
Implicit Sentiment Analysis Based on Chain of Thought Prompting	Aug 22, 2024	Common Sense ReasoningLanguage Modeling	—Unverified
Improving and Diagnosing Knowledge-Based Visual Question Answering via Entity Enhanced Knowledge Injection	Dec 13, 2021	Common Sense ReasoningKnowledge Graph Embeddings	—Unverified
Enhancing Cross-Modal Contextual Congruence for Crowdfunding Success using Knowledge-infused Learning	Feb 6, 2024	Common Sense ReasoningKnowledge Graphs	—Unverified
Improving Implicit Semantic Role Labeling by Predicting Semantic Frame Arguments	Apr 10, 2017	Common Sense ReasoningSemantic Role Labeling	—Unverified
Improving Preference Extraction In LLMs By Identifying Latent Knowledge Through Classifying Probes	Mar 22, 2025	Common Sense Reasoning	—Unverified
Improving Text-to-Pictograph Translation Through Word Sense Disambiguation	Aug 1, 2016	Common Sense ReasoningTranslation	—Unverified
Improving Tool Retrieval by Leveraging Large Language Models for Query Generation	Nov 17, 2024	Common Sense ReasoningIn-Context Learning	—Unverified
Incremental Fine-grained Information Status Classification Using Attention-based LSTMs	Dec 1, 2016	ClassificationCommon Sense Reasoning	—Unverified
Inducing Neural Models of Script Knowledge	Jun 1, 2014	Common Sense ReasoningQuestion Answering	—Unverified
Inductive Learning of Answer Set Programs from Noisy Examples	Aug 25, 2018	Common Sense ReasoningInductive Learning	—Unverified
Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights	Feb 18, 2025	Arithmetic ReasoningCommon Sense Reasoning	—Unverified
Informed Haar-like Features Improve Pedestrian Detection	Jun 1, 2014	Common Sense ReasoningPedestrian Detection	—Unverified
InstructionBench: An Instructional Video Understanding Benchmark	Apr 7, 2025	Common Sense ReasoningMultiple-choice	—Unverified
Integrating a Heterogeneous Graph with Entity-aware Self-attention using Relative Position Labels for Reading Comprehension Model	Jul 19, 2023	Common Sense ReasoningGraph Attention	—Unverified
Integration of knowledge and data in machine learning	Feb 15, 2022	BIG-bench Machine LearningCommon Sense Reasoning	—Unverified
Interaction-aware Decision Making with Adaptive Strategies under Merging Scenarios	Apr 12, 2019	Autonomous VehiclesCommon Sense Reasoning	—Unverified
Interactive and Expressive Code-Augmented Planning with Large Language Models	Nov 21, 2024	Common Sense ReasoningDecision Making	—Unverified
Interactive health insight miner: an adaptive, semantic-based approach	Nov 1, 2018	Common Sense ReasoningText Generation	—Unverified
Interactive Learning of Spatial Knowledge for Text to 3D Scene Generation	Jun 1, 2014	Common Sense ReasoningScene Generation	—Unverified
Interpretable Visual Question Answering via Reasoning Supervision	Sep 7, 2023	Common Sense ReasoningQuestion Answering	—Unverified
Intrinsically Motivated Learning of Causal World Models	Aug 9, 2022	Common Sense Reasoningreinforcement-learning	—Unverified
Investigating Data Contamination in Modern Benchmarks for Large Language Models	Nov 16, 2023	Common Sense ReasoningMMLU	—Unverified
Investigating the Application of Common-Sense Knowledge-Base for Identifying Term Obfuscation in Adversarial Communication	Jan 18, 2017	Common Sense ReasoningSentence	—Unverified
iPerceive: Applying Common-Sense Reasoning to Multi-Modal Dense Video Captioning and Video Question Answering	Nov 16, 2020	Common Sense ReasoningDense Video Captioning	—Unverified

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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