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---
pretty_name: "On the Fragility of Tasks under Composition: Implicit Budgeting in Language Models"
viewer: false
extra_gated_prompt: "These runs contain GPQA questions in plain text. Please do not repost them anywhere public."
---
# On the Fragility of Tasks under Composition: Implicit Budgeting in Language Models
**Chenpan Li**<sup>1</sup>, **Thies Brockmoeller**<sup>1</sup>, **Stefanie Jegelka**<sup>1,2</sup>,
**Sharut Gupta**<sup>2,◇</sup>, **Nikolaos Karalias**<sup>2,◇</sup>
<sup>1</sup>TUM&emsp;<sup>2</sup>MIT CSAIL&emsp;<sup>◇</sup>Equal advisory role
[Paper](https://chenpanli.github.io/fragility/) · [Project page](https://chenpanli.github.io/fragility/) · [Code](https://github.com/chenpanli/fragility)
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.