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On the Fragility of Tasks under Composition: Implicit Budgeting in Language Models

Chenpan Li1, Thies Brockmoeller1, Stefanie Jegelka1,2, Sharut Gupta2,◇, Nikolaos Karalias2,◇

1TUM 2MIT CSAIL ◇Equal advisory role

Paper · Project page · Code

Every dataset, batch, model run and result behind the paper. Fetch it with bash download_runs.sh from the code repository, then bash reproduce_results.sh rebuilds every figure and table without a GPU. lm-eval's raw samples_*.jsonl are not included; no analysis reads them.

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