BTS-AgentBench: A Deterministic, Replayable Pipeline from Read-Only Telemetry Logs to Agent Benchmarks

arXiv:2608.27334 · cs.CL, cs.SE · Submitted 2026-08-27 · Read on arXiv

cs.CL, cs.SE

Submitted: 2026-08-27

Updated: 2026-08-27

Code: https://github.com/kjy7567/BTS-AgentBench

Terminology

• Benchmark — 32× in this paper · explained in 2 episodes
• Trace — 21× in this paper · explained in 2 episodes
• Verifier — 17× in this paper · explained in 2 episodes
• Aggregation — 7× in this paper · explained in 1 episode
• Alignment — 7× in this paper · explained in 1 episode
• Grounding — 7× in this paper · explained in 3 episodes
• Abstention — 3× in this paper · explained in 1 episode
• Adaptation — 3× in this paper · explained in 1 episode
• Core — 3× in this paper · explained in 2 episodes
• Provenance — 2× in this paper · explained in 4 episodes
• Verification — 2× in this paper · explained in 2 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Error Localization — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• LLM judge — 1× in this paper · explained in 2 episodes

Sources

• AssetOpsBench: Benchmarking AI Agents for Task Automation in Industrial Asset Operations and Maintenance

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