2 papers
cs.CL2026
Bag of Tricks or Bag of Myths? Reducing Modeling Complexity with Task Knowledge in Explainable Suicide Risk Assessment
Shlok Shelat, Shrey Salvi, Souvik Roy +2
Assessing suicide risk from social media text is a small-data, high-stakes setting requiring not only severity prediction but also supporting evidence and clinically relevant risk…
cs.CL2026
Beyond Memorization: Testing LLM Reasoning on Unseen Theory of Computation Tasks
Shlok Shelat, Jay Raval, Souvik Roy +1
Large language models (LLMs) have demonstrated strong performance on formal language tasks, yet whether this reflects genuine symbolic reasoning or pattern matching on familiar con…