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researcher

R. Sifa

30 papers hereh-index 283.2k citations221 works total

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

author position
  • middle author9
  • last author17

Across the 26 of 30 papers where every author was matched, so the position is known.

fields
  • cs.CL16
  • cs.LG4
  • cs.AI3
  • cs.CV3
  • stat.ML2
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20162026
most citedNLPGym -- A toolkit for evaluating RL agents on Natural Language Processing Tasks

6 citations · 19 across the 21 of their papers we have counts for

collaborators
Showing cs.AIShow all

3 papers · 1 filter

cs.AI2026

Benchmark Success, Clinical Failure: When Reinforcement Learning Optimizes for Benchmarks, Not Patients

Armin Berger, Manuela Bergau, Helen Schneider +7

Recent Reinforcement Learning (RL) advances for Large Language Models (LLMs) have improved reasoning tasks, yet their resource-constrained application to medical imaging remains un…

cs.AI2025

Reasoning LLMs in the Medical Domain: A Literature Survey

Armin Berger, Sarthak Khanna, David Berghaus +1

The emergence of advanced reasoning capabilities in Large Language Models (LLMs) marks a transformative development in healthcare applications. Beyond merely expanding functional c…

cs.AI2025

Towards Unified Multimodal Financial Forecasting: Integrating Sentiment Embeddings and Market Indicators via Cross-Modal Attention

Sarthak Khanna, Armin Berger, David Berghaus +3

We propose STONK (Stock Optimization using News Knowledge), a multimodal framework integrating numerical market indicators with sentiment-enriched news embeddings to improve daily…

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