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cs.CL2026
Actions Speak Louder than Words: Measuring Cross-Lingual Policy Retention in Tool-Using Agents
Sourabrata Mukherjee, Kalika Bali, Sunayana Sitaram
When a tool-using agent is given the same task in a different language, does it still take the same steps? Multilingual evaluation rarely asks: it compares final answers and discar…
cs.CL2026
The Geometry of LLM-as-Judge: Why Inter-LLM Consensus Is Not Human Alignment
Sourabrata Mukherjee, Hamna Hamna, Kalika Bali +1
LLM judges now score most open-ended NLP output, and their mutual agreement is routinely read as evidence that the scores can be trusted. That reading is unsafe: judges may agree b…