Executability-oriented benchmark exposes LLM service-call grounding failures

The authors show that models produce syntactically correct but non-executable HTTP requests, with Mock success rates below 3.8% in intent-only settings, while gold documentation raises scores to about 90%.

Academic
Shuo Wang · Guodong Fan · Ming Zhu · Jing Li · Chun Wang

Shandong University of Technology · Shandong Agriculture and Engineering University · Concordia University

Research Digest··3 min read
Wang et al.

The authors constructed SCCGBench by extracting RapidAPI call functions from real GitHub repositories, then filtering out template or auto-generated code and applying decontamination via redacted-intent generation (masking hosts, endpoints, parameter keys before generating natural-language intents).

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Research Digest

Written by Alwyn Sage, research editor. Plate by Ollie Flash, picture desk.

first published 19 Oct, 7:42 am
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