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Verified-Source Authority Is Not Generic Sycophancy: Cue-Family Decomposition of LLM Compliance

Abhinav Rajeev Kumar, Paras Chopra

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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EsoLang-Bench: Evaluating Large Language Models via Esoteric Programming Languages

Aman Sharma, Paras Chopra

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages

Strong coding agents adapt to unfamiliar languages via metaprogramming and strategy construction rather than direct coding, and disabling this causes large performance drops.

Aman Sharma, Sushrut Thorat, Paras Chopra

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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15/20 AI panelreviewers recommend it

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 2/5