Logical Reasoning

Papers

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Showing 376–400 of 747 papers

Title	Date	Tasks	Status	Hype
Large Language User Interfaces: Voice Interactive User Interfaces powered by LLMs	Feb 7, 2024	Logical Reasoning	—Unverified	0
Symbol Correctness in Deep Neural Networks Containing Symbolic Layers	Feb 6, 2024	Logical ReasoningTransfer Learning	—Unverified	0
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning	Feb 6, 2024	Logical ReasoningNegation	—Unverified	0
Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models	Feb 3, 2024	Logical ReasoningLong-Context Understanding	—Unverified	0
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing	Feb 1, 2024	HallucinationLogical Reasoning	—Unverified	0
Conditional and Modal Reasoning in Large Language Models	Jan 30, 2024	Logical Reasoning	CodeCode Available	1
Revisiting Document-Level Relation Extraction with Context-Guided Link Prediction	Jan 22, 2024	Document-level Relation ExtractionLink Prediction	CodeCode Available	0
LangBridge: Multilingual Reasoning Without Multilingual Supervision	Jan 19, 2024	Code CompletionLogical Reasoning	CodeCode Available	2
Knowledge Fusion of Large Language Models	Jan 19, 2024	Code GenerationCommon Sense Reasoning	CodeCode Available	4
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions	Jan 17, 2024	Arithmetic ReasoningCode Generation	CodeCode Available	1
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models	Jan 1, 2024	Code GenerationIn-Context Learning	CodeCode Available	1
Dynamic In-Context Learning from Nearest Neighbors for Bundle Generation	Dec 26, 2023	HallucinationIn-Context Learning	—Unverified	0
Detection-based Intermediate Supervision for Visual Question Answering	Dec 26, 2023	cross-modal alignmentLogical Reasoning	—Unverified	0
TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
Empowering Few-Shot Recommender Systems with Large Language Models -- Enhanced Representations	Dec 21, 2023	Logical ReasoningRecommendation Systems	CodeCode Available	0
Understanding Inter-Session Intentions via Complex Logical Reasoning	Dec 21, 2023	AttributeComplex Query Answering	CodeCode Available	0
Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models	Dec 18, 2023	Logical Reasoning	CodeCode Available	0
The Good, The Bad, and Why: Unveiling Emotions in Generative AI	Dec 18, 2023	Logical Reasoning	—Unverified	0
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent	Dec 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Large Language Models are Complex Table Parsers	Dec 13, 2023	Logical ReasoningQuestion Answering	—Unverified	0
Assessing SATNet's Ability to Solve the Symbol Grounding Problem	Dec 13, 2023	Logical Reasoning	—Unverified	0
Large Language Model Enhanced Multi-Agent Systems for 6G Communications	Dec 13, 2023	Language ModelingLanguage Modelling	—Unverified	0
SGLang: Efficient Execution of Structured Language Model Programs	Dec 12, 2023	Few-Shot LearningLanguage Modeling	CodeCode Available	6
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language Models	Dec 6, 2023	DecoderKnowledge Graphs	CodeCode Available	0

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All datasets LingOly BIG-bench (Formal Fallacies Syllogisms Negation)BIG-bench (Penguins In A Table)BIG-bench (Reasoning About Colored Objects)BIG-bench (Temporal Sequences)BIG-bench (Logic Grid Puzzle)BIG-bench (StrategyQA)RuWorldTree Winograd Automatic BIG-bench (Logical Fallacy Detection)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Claude Opus	Delta_NoContext	28.8	—	Unverified
2	GPT-4o	Delta_NoContext	25.1	—	Unverified
3	Gemini 1.5 Pro	Delta_NoContext	23.4	—	Unverified
4	GPT-4	Delta_NoContext	21.5	—	Unverified
5	Command R+	Delta_NoContext	11.6	—	Unverified
6	GPT-3.5	Delta_NoContext	11.2	—	Unverified
7	Mixtral 8x7B	Delta_NoContext	6.4	—	Unverified
8	Llama 3 8B	Delta_NoContext	4.9	—	Unverified
9	Llama 3 70B	Delta_NoContext	2.9	—	Unverified
10	Gemma 7B	Delta_NoContext	2.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaLM 2 (few-shot, k=3, Direct)	Accuracy	64.8	—	Unverified
2	PaLM 2 (few-shot, k=3, CoT)	Accuracy	57.2	—	Unverified
3	OPT 66B (few-shot, k=3)	Accuracy	54	—	Unverified
4	PaLM 540B (few-shot, k=3)	Accuracy	53.6	—	Unverified
5	GPT-NeoX 20B (few-shot, k=3)	Accuracy	52.8	—	Unverified
6	BLOOM 176B (few-shot, k=3)	Accuracy	52.8	—	Unverified
7	Chinchilla-70B (few-shot, k=5)	Accuracy	52.1	—	Unverified
8	Bloomberg GPT 50B (few-shot, k=3)	Accuracy	50.8	—	Unverified
9	Gopher-280B (few-shot, k=5)	Accuracy	50.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaLM 2 (few-shot, k=3, CoT)	Accuracy	84.9	—	Unverified
2	PaLM 2 (few-shot, k=3, Direct)	Accuracy	65.8	—	Unverified
3	Chinchilla-70B (few-shot, k=5)	Accuracy	48.7	—	Unverified
4	PaLM 540B (few-shot, k=3)	Accuracy	44.5	—	Unverified
5	Gopher-280B (few-shot, k=5)	Accuracy	40.6	—	Unverified
6	BLOOM 176B (few-shot, k=3)	Accuracy	40.41	—	Unverified
7	Bloomberg GPT (few-shot, k=3)	Accuracy	37.67	—	Unverified
8	GPT-NeoX (few-shot, k=3)	Accuracy	33.56	—	Unverified
9	OPT 66B (few-shot, k=3)	Accuracy	28.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaLM 2 (few-shot, k=3, CoT)	Accuracy	91.2	—	Unverified
2	PaLM 2 (few-shot, k=3, Direct)	Accuracy	61.2	—	Unverified
3	Chinchilla-70B (few-shot, k=5)	Accuracy	59.7	—	Unverified
4	Gopher-280B (few-shot, k=5)	Accuracy	49.2	—	Unverified
5	PaLM 540B (few-shot, k=3)	Accuracy	38	—	Unverified
6	BLOOM 176B (few-shot, k=3)	Accuracy	36.8	—	Unverified
7	Bloomberg GPT (few-shot, k=3)	Accuracy	34.8	—	Unverified
8	OPT 66B (few-shot, k=3)	Accuracy	31.2	—	Unverified
9	GPT-NeoX (few-shot, k=3)	Accuracy	26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaLM 2 (few-shot, k=3, CoT)	Accuracy	100	—	Unverified
2	PaLM 2 (few-shot, k=3, Direct)	Accuracy	96.4	—	Unverified
3	PaLM 540B (few-shot, k=3)	Accuracy	39.6	—	Unverified
4	BLOOM 176B (few-shot, k=3)	Accuracy	36.8	—	Unverified
5	Chinchilla-70B (few-shot, k=5)	Accuracy	32	—	Unverified
6	Bloomberg GPT (few-shot, k=3)	Accuracy	29.2	—	Unverified
7	OPT 66B (few-shot, k=3)	Accuracy	23.6	—	Unverified
8	GPT-NeoX (few-shot, k=3)	Accuracy	21.2	—	Unverified
9	Gopher-280B (few-shot, k=5)	Accuracy	19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Chinchilla-70B (few-shot, k=5)	Accuracy	44	—	Unverified
2	PaLM-540B (few-shot, k=5)	Accuracy	42.4	—	Unverified
3	PaLM-62B (few-shot, k=5)	Accuracy	36.5	—	Unverified
4	Gopher-280B (few-shot, k=5)	Accuracy	35.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaLM-540B (few-shot, k=5)	Accuracy	73.9	—	Unverified
2	Chinchilla-70B (few-shot, k=5)	Accuracy	68.3	—	Unverified
3	PaLM-62B (few-shot, k=5)	Accuracy	65.4	—	Unverified
4	Gopher-280B (few-shot, k=5)	Accuracy	61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Human benchmark	Accuracy	83.7	—	Unverified
2	RuGPT-3 Large	Accuracy	40.7	—	Unverified
3	RuGPT-3 Medium	Accuracy	38	—	Unverified
4	RuGPT-3 Small	Accuracy	34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Human benchmark	Accuracy	87	—	Unverified
2	RuGPT-3 Small	Accuracy	57.9	—	Unverified
3	RuGPT-3 Medium	Accuracy	57.2	—	Unverified
4	RuGPT-3 Large	Accuracy	55.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Chinchilla-70B (few-shot, k=5)	Accuracy	72.1	—	Unverified
2	Gopher-280B (few-shot, k=5)	Accuracy	58.9	—	Unverified