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researcher

Tim Erdmann

3 papers hereh-index 350 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.CL1
  • physics.chem-ph1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedLanguage models in molecular discovery

15 citations · 19 across the 2 of their papers we have counts for

collaborators

3 papers

cs.CL2026

RegExtract: A Benchmark for PFAS Regulatory Information Extraction with LLMs

Defne Circi, Krystelle Lionti, Sarathkrishna Swaminathan +8

Extracting structured information from regulatory documents is a critical but challenging task. Relevant facts are scattered across long, legally dense texts, and traceability of e…

cs.AI2024★ 4 cited

Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design

Nathaniel H. Park, Tiffany J. Callahan, James L. Hedrick +2

Molecular property prediction and generative design via deep learning models has been the subject of intense research given its potential to accelerate development of new, high-per…

physics.chem-ph2023★ 15 cited

Language models in molecular discovery

Nikita Janakarajan, Tim Erdmann, Sarath Swaminathan +2

The success of language models, especially transformer-based architectures, has trickled into other domains giving rise to "scientific language models" that operate on small molecu…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.