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 226–250 of 939 papers

Title	Date	Tasks	Status	Score
Modeling User Exposure in Recommendation	Oct 23, 2015	Collaborative FilteringCommon Sense Reasoning	CodeCode Available	5
Incorporating Chinese Characters of Words for Lexical Sememe Prediction	Jun 17, 2018	Common Sense ReasoningPrediction	CodeCode Available	5
Improving Neural Story Generation by Targeted Common Sense Grounding	Aug 26, 2019	Common Sense ReasoningMulti-Task Learning	CodeCode Available	5
Deep contextualized word representations for detecting sarcasm and irony	Sep 26, 2018	Common Sense Reasoning	CodeCode Available	5
Improved Word Representation Learning with Sememes	Jul 1, 2017	Common Sense ReasoningLanguage Modeling	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
Inferring spatial relations from textual descriptions of images	Feb 1, 2021	Common Sense ReasoningObject	CodeCode Available	5
A Survey of Video Datasets for Grounded Event Understanding	Jun 14, 2024	Common Sense ReasoningEvent Extraction	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
Information Gain Is Not All You Need	Mar 28, 2025	AllCommon Sense Reasoning	CodeCode Available	5
Compositional Language Understanding with Text-based Relational Reasoning	Nov 7, 2018	Common Sense ReasoningInductive Bias	CodeCode Available	5
A surprisal oracle for when every layer counts	Dec 4, 2024	Common Sense ReasoningLanguage Modeling	CodeCode Available	5
A little less conversation, a little more action, please: Investigating the physical common-sense of LLMs in a 3D embodied environment	Oct 30, 2024	Common Sense ReasoningDeep Reinforcement Learning	CodeCode Available	5
Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation	Mar 18, 2024	Common Sense ReasoningEfficient Exploration	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
Human-AI collectives produce the most accurate differential diagnoses	Jun 21, 2024	Common Sense Reasoning	CodeCode Available	5
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering	Sep 9, 2019	Common Sense ReasoningGraph Attention	CodeCode Available	5
GradSkip: Communication-Accelerated Local Gradient Methods with Better Computational Complexity	Oct 28, 2022	Common Sense ReasoningDistributed Optimization	CodeCode Available	5
Detecting Persuasive Atypicality by Modeling Contextual Compatibility	Jan 1, 2021	Common Sense Reasoning	CodeCode Available	5
Being Right for Whose Right Reasons?	Jun 1, 2023	Common Sense ReasoningFairness	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
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	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
Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives	Apr 2, 2019	Cloze TestCommon Sense Reasoning	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