Abhinav Chinta
4 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Gold
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Taxonomy Completionist
(24)
Top co-authors
Research topics
Machine Learning
(4)
Natural Language Processing
(4)
Artificial Intelligence
(3)
Application Areas
(3)
Core AI
(3)
Core Methods
(3)
Deep Learning
(2)
Learning Types · Machine Learning
(2)
Resources & Methods
(2)
Data Science & Analytics
(1)
Interdisciplinary
(1)
Applications · Data Science & Analytics
(1)
Applications · Natural Language Processing
(1)
Generation
(1)
Learning Types · Deep Learning
(1)
Keywords
large language model
(3)
model selection
(1)
text classification
(1)
preference learning
(1)
knowledge distillation
(1)
in-context learning
(1)
social media analysis
(1)
named entity recognition
(1)
language model
(1)
foundation model
(1)
parameter-efficient fine-tuning
(1)
human preference
(1)
directed acyclic graph
(1)
reasoning chain
(1)
step-by-step verification
(1)
n-gram model
(1)
open-source model
(1)
error identification
(1)
twitter analysis
(1)
cost-performance trade-off
(1)
Papers
Premise-Augmented Reasoning Chains Improve Error Identification in Math reasoning with LLMs
ICML 2025
Unsupervised Human Preference Learning
EMNLP 2024
Democratizing LLMs: An Exploration of Cost-Performance Trade-offs in Self-Refined Open-Source Models
EMNLP 2023
Study of Manifestation of Civil Unrest on Twitter
EMNLP 2021