Rama Kumar Pasumarthi
5 papers · 2021–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(19)
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Hot Topic Early Bird
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The Questioner
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Research topics
Machine Learning
(5)
Deep Learning
(3)
Natural Language Processing
(3)
Application Areas
(3)
Learning Types · Deep Learning
(3)
Learning Types · Machine Learning
(2)
Resources & Methods
(2)
Artificial Intelligence
(1)
Reinforcement Learning
(1)
Applications
(1)
Core AI
(1)
Core Methods
(1)
Methods
(1)
Models
(1)
Optimization & Theory
(1)
Keywords
knowledge distillation
(2)
learning to rank
(2)
large language model
(2)
model compression
(2)
policy optimization
(1)
direct preference optimization
(1)
model evaluation
(1)
information retrieval
(1)
reinforcement learning from human feedback
(1)
elo rating
(1)
ranking problem
(1)
score matching
(1)
ranking accuracy
(1)
human feedback
(1)
ranking model
(1)
benchmark dataset
(1)
reward model
(1)
proximal policy optimization
(1)
human preference alignment
(1)
teacher-student model
(1)
Papers
Chatbot Arena Estimate: towards a generalized performance benchmark for LLM capabilities
NAACL 2025
RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters
EMNLP 2025
RD-Suite: A Benchmark for Ranking Distillation
NeurIPS 2023
Are Neural Rankers still Outperformed by Gradient Boosted Decision Trees?
ICLR 2021
RankDistil: Knowledge Distillation for Ranking
AISTATS 2021