Aman Madaan
21 papers · 2020–2024 · 6 venues · across top CS/AI venues
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Research topics
Natural Language Processing
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Machine Learning
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Deep Learning
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(2)
Keywords
large language model
(9)
few-shot learning
(5)
language model
(4)
text generation
(4)
few-shot prompting
(3)
natural language generation
(2)
in-context learning
(2)
program-aided reasoning
(2)
graph generation
(2)
chain-of-thought prompting
(2)
evaluation metric
(2)
pre-trained language model
(2)
question answering
(1)
model calibration
(1)
temporal reasoning
(1)
style transfer
(1)
data augmentation
(1)
program synthesis
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natural language inference
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sequence labeling
(1)
Papers
AutoMix: Automatically Mixing Language Models
NeurIPS 2024
In-Context Principle Learning from Mistakes
ICML 2024
Learning Performance-Improving Code Edits
ICLR 2024
Program-Aided Reasoners (Better) Know What They Know
NAACL 2024
Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale
NeurIPS 2024
Complex Reasoning in Natural Language
ACL 2023
Letβs Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs
EMNLP 2023
PAL: Program-aided Language Models
ICML 2023
Self-Refine: Iterative Refinement with Self-Feedback
NeurIPS 2023
What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study
EMNLP 2023
Conditional set generation using Seq2seq models
EMNLP 2022
CURIE: An Iterative Querying Approach for Reasoning About Situations
ACL 2022
GEMv2: Multilingual NLG Benchmarking in a Single Line of Code
EMNLP 2022
Language Models of Code are Few-Shot Commonsense Learners
EMNLP 2022
Learning to repair: Repairing model output errors after deployment using a dynamic memory of feedback
NAACL 2022
Memory-assisted prompt editing to improve GPT-3 after deployment
EMNLP 2022
Could you give me a hint ? Generating inference graphs for defeasible reasoning
ACL 2021
Neural Language Modeling for Contextualized Temporal Graph Generation
NAACL 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
ACL 2021
Think about it! Improving defeasible reasoning by first modeling the question scenario.
EMNLP 2021
Politeness Transfer: A Tag and Generate Approach
ACL 2020