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 701–750 of 939 papers

Title	Date	Tasks	Status	Hype
Abductive Reasoning as Self-Supervision for Common Sense Question Answering	Sep 6, 2019	Common Sense ReasoningDomain Adaptation	—Unverified	0
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Sep 4, 2019	Common Sense ReasoningKnowledge Base Question Answering	CodeCode Available	1
An Improved Neural Baseline for Temporal Relation Extraction	Sep 1, 2019	Common Sense ReasoningNatural Language Understanding	—Unverified	0
Visual Question Answering using Deep Learning: A Survey and Performance Analysis	Aug 27, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	0
Improving Neural Story Generation by Targeted Common Sense Grounding	Aug 26, 2019	Common Sense ReasoningMulti-Task Learning	CodeCode Available	0
DAST Model: Deciding About Semantic Complexity of a Text	Aug 24, 2019	Common Sense Reasoning	—Unverified	0
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models	Aug 19, 2019	Common Sense ReasoningNatural Language Inference	—Unverified	0
Reasoning-Driven Question-Answering for Natural Language Understanding	Aug 14, 2019	Common Sense ReasoningNatural Language Inference	—Unverified	0
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	0
Knowledge Aware Semantic Concept Expansion for Image-Text Matching	Aug 10, 2019	Common Sense ReasoningContent-Based Image Retrieval	—Unverified	0
Processamento de linguagem natural em Português e aprendizagem profunda para o domínio de Óleo e Gás	Aug 5, 2019	Common Sense Reasoning	—Unverified	0
A Hybrid Neural Network Model for Commonsense Reasoning	Jul 27, 2019	Common Sense ReasoningCoreference Resolution	—Unverified	0
RoBERTa: A Robustly Optimized BERT Pretraining Approach	Jul 26, 2019	Common Sense ReasoningDocument Image Classification	CodeCode Available	1
WinoGrande: An Adversarial Winograd Schema Challenge at Scale	Jul 24, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions	Jul 1, 2019	Common Sense Reasoningvalid	CodeCode Available	0
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction	Jun 19, 2019	Common Sense ReasoningLanguage Modelling	CodeCode Available	0
A Statistical View on Synthetic Aperture Imaging for Occlusion Removal	Jun 15, 2019	Common Sense Reasoning	—Unverified	0
Explain Yourself! Leveraging Language Models for Commonsense Reasoning	Jun 6, 2019	Common Sense ReasoningForm	CodeCode Available	0
Does It Make Sense? And Why? A Pilot Study for Sense Making and Explanation	Jun 2, 2019	Common Sense ReasoningLanguage Modeling	CodeCode Available	1
CODAH: An Adversarially-Authored Question Answering Dataset for Common Sense	Jun 1, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	0
Learning Open Information Extraction of Implicit Relations from Reading Comprehension Datasets	May 15, 2019	Common Sense ReasoningImplicit Relations	—Unverified	0
A Surprisingly Robust Trick for Winograd Schema Challenge	May 15, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Do Language Models Have Common Sense?	May 1, 2019	Common Sense ReasoningLanguage Modeling	—Unverified	0
Enabling Robots to Understand Incomplete Natural Language Instructions Using Commonsense Reasoning	Apr 29, 2019	Common Sense ReasoningLanguage Modeling	—Unverified	0
SocialIQA: Commonsense Reasoning about Social Interactions	Apr 22, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	0
Exploring Unsupervised Pretraining and Sentence Structure Modelling for Winograd Schema Challenge	Apr 22, 2019	Common Sense ReasoningSentence	—Unverified	0
CITE: A Corpus of Image-Text Discourse Relations	Apr 12, 2019	Common Sense Reasoning	CodeCode Available	0
Interaction-aware Decision Making with Adaptive Strategies under Merging Scenarios	Apr 12, 2019	Autonomous VehiclesCommon Sense Reasoning	—Unverified	0
CODAH: An Adversarially Authored Question-Answer Dataset for Common Sense	Apr 8, 2019	Common Sense ReasoningQuestion Answering	CodeCode Available	0
Unsupervised Deep Structured Semantic Models for Commonsense Reasoning	Apr 3, 2019	Common Sense ReasoningCoreference Resolution	—Unverified	0
Image Generation From Small Datasets via Batch Statistics Adaptation	Apr 3, 2019	Common Sense ReasoningDiversity	CodeCode Available	1
Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives	Apr 2, 2019	Cloze TestCommon Sense Reasoning	CodeCode Available	0
Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs	Apr 1, 2019	Common Sense Reasoning	CodeCode Available	0
RoboCSE: Robot Common Sense Embedding	Mar 24, 2019	Common Sense Reasoning	—Unverified	0
Language Models are Unsupervised Multitask Learners	Feb 14, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Fake News Detection on Social Media using Geometric Deep Learning	Feb 10, 2019	Common Sense ReasoningDeep Learning	CodeCode Available	1
Visual search and recognition for robot task execution and monitoring	Feb 7, 2019	Common Sense ReasoningDeep Reinforcement Learning	—Unverified	0
Learning Spatial Common Sense with Geometry-Aware Recurrent Networks	Dec 31, 2018	Common Sense ReasoningRepresentation Learning	—Unverified	0
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	0
Visual Question Answering as Reading Comprehension	Nov 29, 2018	Common Sense ReasoningGeneral Knowledge	—Unverified	0
Attentioned Convolutional LSTM InpaintingNetwork for Anomaly Detection in Videos	Nov 26, 2018	Anomaly DetectionCommon Sense Reasoning	—Unverified	0
Sense Perception Common Sense Relationships	Nov 17, 2018	Common Sense Reasoning	—Unverified	0
Compositional Language Understanding with Text-based Relational Reasoning	Nov 7, 2018	Common Sense ReasoningInductive Bias	CodeCode Available	0
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	0
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge	Nov 2, 2018	Common Sense ReasoningMultiple-choice	CodeCode Available	1
The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution	Nov 2, 2018	Common Sense Reasoningcoreference-resolution	CodeCode Available	0
Interactive health insight miner: an adaptive, semantic-based approach	Nov 1, 2018	Common Sense ReasoningText Generation	—Unverified	0
An End-to-End Multi-task Learning Model for Fact Checking	Nov 1, 2018	Common Sense ReasoningEntity Linking	—Unverified	0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available	0
ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension	Oct 30, 2018	Common Sense ReasoningMachine Reading Comprehension	—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