Soham Poddar
4 papers · 2022–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Bronze
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Keywords
energy efficiency
(3)
large language model
(2)
inference optimization
(2)
prompt optimization
(1)
latency reduction
(1)
speculative decoding
(1)
abstractive summarization
(1)
transformer-based model
(1)
long document processing
(1)
legal document analysis
(1)
output compression
(1)
inference energy
(1)
batch size optimization
(1)
model quantization
(1)
response compression
(1)
prompt engineering
(1)
extractive summarization
(1)
Papers
Benchmarking the Energy Savings with Speculative Decoding Strategies
EACL 2026
Brevity is the soul of sustainability: Characterizing LLM response lengths
ACL 2025
Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models
NAACL 2025
Legal Case Document Summarization: Extractive and Abstractive Methods and their Evaluation
AACL 2022