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cs.CL2026
Scoring Both Directions: LLMs realize the MRS they cannot reliably parse
Soham Dan
The English Resource Grammar (ERG) is a hand-written computational grammar of English. Given a sentence, its processor, ACE, produces a formal meaning representation called Minimal…
cs.CL2026
A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models
Soham Dan, Himanshu Beniwal, Thomas Hartvigsen
Large language models (LLMs) are increasingly deployed across languages, but their safety behavior remains uneven across linguistic and cultural contexts. This survey synthesizes w…