Unified Framework for Evaluating LLM Agentic Capabilities
A new framework for fairly evaluating LLM agentic capabilities has been proposed. It integrates diverse benchmarks into a standardized instruction-tool-environment format using a unified configuration system. Agents are executed through a fixed ReAct-style architecture within a controllable sandbox. An optional offline setting replaces volatile live environments with curated snapshots, allowing separate analysis of framework and environment effects. The work aims to make cross-benchmark results interpretable as clean measurements of the underlying model, addressing the issue that reported scores often reflect both model capability and implementation choices.
Key facts
- The framework integrates diverse benchmarks into a standardized instruction-tool-environment format.
- It uses a unified configuration system.
- Agents are executed through a fixed ReAct-style architecture within a controllable sandbox.
- An optional offline setting replaces volatile live environments with curated snapshots.
- Framework effects and environment effects can be analyzed separately.
- The work aims to make cross-benchmark results interpretable as clean measurements of the underlying model.
- Reported benchmark scores often jointly reflect model capability and implementation choices.
- The framework is presented in arXiv:2605.27898v1.
Entities
Institutions
- arXiv