
This artifact accompanies the paper "Clotho: Measuring Task-Specific Pre-Generation Test Adequacy for LLM Inputs" (FSE 2026). The clotho-main.zip archive includes: Scripts for hidden state extraction Prompt templates and test suites used in the experiments, along with pipelines for synthetic data construction Implementation of the proposed method (Clotho) and baseline pre/post-generation test adequacy metrics Installation and execution guide provided as README.md The data.tar.gz archive includes: Generated LLM inference outputs across different open-source models and proprietary models Score outputs for baseline methods The results_clotho_10seeds_fse2026.tar.gz archive includes: Intermediate outputs collected at each iteration of Clotho
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 1 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
