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 726–750 of 939 papers

Title	Date	Tasks	Status
A Statistical View on Synthetic Aperture Imaging for Occlusion Removal	Jun 15, 2019	Common Sense Reasoning	—Unverified
Explain Yourself! Leveraging Language Models for Commonsense Reasoning	Jun 6, 2019	Common Sense ReasoningForm	CodeCode Available
CODAH: An Adversarially-Authored Question Answering Dataset for Common Sense	Jun 1, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available
Learning Open Information Extraction of Implicit Relations from Reading Comprehension Datasets	May 15, 2019	Common Sense ReasoningImplicit Relations	—Unverified
Do Language Models Have Common Sense?	May 1, 2019	Common Sense ReasoningLanguage Modeling	—Unverified
Enabling Robots to Understand Incomplete Natural Language Instructions Using Commonsense Reasoning	Apr 29, 2019	Common Sense ReasoningLanguage Modeling	—Unverified
SocialIQA: Commonsense Reasoning about Social Interactions	Apr 22, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available
Exploring Unsupervised Pretraining and Sentence Structure Modelling for Winograd Schema Challenge	Apr 22, 2019	Common Sense ReasoningSentence	—Unverified
CITE: A Corpus of Image-Text Discourse Relations	Apr 12, 2019	Common Sense Reasoning	CodeCode Available
Interaction-aware Decision Making with Adaptive Strategies under Merging Scenarios	Apr 12, 2019	Autonomous VehiclesCommon Sense Reasoning	—Unverified
CODAH: An Adversarially Authored Question-Answer Dataset for Common Sense	Apr 8, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available
Unsupervised Deep Structured Semantic Models for Commonsense Reasoning	Apr 3, 2019	Common Sense ReasoningCoreference Resolution	—Unverified
Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives	Apr 2, 2019	Cloze TestCommon Sense Reasoning	CodeCode Available
Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs	Apr 1, 2019	Common Sense Reasoning	CodeCode Available
RoboCSE: Robot Common Sense Embedding	Mar 24, 2019	Common Sense Reasoning	—Unverified
Visual search and recognition for robot task execution and monitoring	Feb 7, 2019	Common Sense ReasoningDeep Reinforcement Learning	—Unverified
Learning Spatial Common Sense with Geometry-Aware Recurrent Networks	Dec 31, 2018	Common Sense ReasoningRepresentation Learning	—Unverified
We Usually Don't Like Going to the Dentist: Using Common Sense to Detect Irony on Twitter	Dec 1, 2018	Common Sense ReasoningGeneral Classification	—Unverified
Visual Question Answering as Reading Comprehension	Nov 29, 2018	Common Sense ReasoningGeneral Knowledge	—Unverified
Attentioned Convolutional LSTM InpaintingNetwork for Anomaly Detection in Videos	Nov 26, 2018	Anomaly DetectionCommon Sense Reasoning	—Unverified
Sense Perception Common Sense Relationships	Nov 17, 2018	Common Sense Reasoning	—Unverified
Compositional Language Understanding with Text-based Relational Reasoning	Nov 7, 2018	Common Sense ReasoningInductive Bias	CodeCode Available
How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG	Nov 5, 2018	Common Sense ReasoningCoreference Resolution	CodeCode Available
The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution	Nov 2, 2018	Common Sense Reasoningcoreference-resolution	CodeCode Available
An End-to-End Multi-task Learning Model for Fact Checking	Nov 1, 2018	Common Sense ReasoningEntity Linking	—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