| --- |
| license: apache-2.0 |
| pretty_name: DeRef tool-call argument verification sets |
| language: |
| - en |
| task_categories: |
| - text-classification |
| tags: |
| - tool-use |
| - function-calling |
| - llm-as-a-judge |
| - reward-model |
| size_categories: |
| - 1K<n<10K |
| configs: |
| - config_name: fcrb |
| data_files: |
| - split: test |
| path: data/fcrb.jsonl |
| - config_name: cfb |
| data_files: |
| - split: test |
| path: data/cfb.jsonl |
| - config_name: fintrace |
| data_files: |
| - split: test |
| path: data/fintrace.jsonl |
| - config_name: fcrb_relocate |
| data_files: |
| - split: test |
| path: data/fcrb_relocate.jsonl |
| --- |
| |
| # DeRef tool-call argument verification sets |
|
|
| Evaluation data for the paper **"Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments"** |
| . The three benchmark files hold exactly the argument-level analysis sets behind the main-body tables and |
| figures of the paper: tool calls made by an assistant at one step of a task, each paired with a correct or a wrong call, |
| with every argument labelled `correct` / `wrong` and assigned a derivation path (where in the context the value can be |
| found). `data/fcrb_relocate.jsonl` is the controlled set FCRB-Relocate of Figure 2a (see the last section). |
|
|
| ```python |
| from datasets import load_dataset |
| fcrb = load_dataset("lm2445/DeRef", "fcrb", split="test") |
| ``` |
|
|
| Three configs, one per source benchmark: |
|
|
| | config | source | file | |
| |---|---|---| |
| | `fcrb` | FC-RewardBench (single-turn BFCL v3 tasks) | `data/fcrb.jsonl` | |
| | `cfb` | ComplexFuncBench (multi-step booking tasks) with model trajectories from AgentSuite | `data/cfb.jsonl` | |
| | `fintrace` | FinTrace (multi-step financial-data tasks) | `data/fintrace.jsonl` | |
| | `fcrb_relocate` | controlled set built from FC-RewardBench (Figure 2a) | `data/fcrb_relocate.jsonl` | |
|
|
| `data/bootstrap_clusters.json` lists, per dataset, the full sorted universe of query ids that the paper's |
| cluster bootstrap draws over. |
|
|
|
|
|
|
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{ma2026judgesfollowreferencederivation, |
| title={Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments}, |
| author={Linhai Ma and Yan Wang and Lingfei Qian and Yupeng Cao and Victor Gutierrez Basulto}, |
| year={2026}, |
| eprint={2610.18497}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.AI}, |
| url={https://arxiv.org/abs/2610.18497}, |
| } |
| ``` |
|
|
| Please also cite the source benchmarks (FC-RewardBench, BFCL, ComplexFuncBench, FinTrace) and the AgentSuite |
| trajectories. |
