Benchmark Almanac

HKUST NLP

We track 4 benchmarks that HKUST NLP made or helped make.

3 in use 3 with public code 4 with a leaderboard here

Benchmarks

Name Kind Released Best score Status
Toolathlon 108 long-horizon tasks across 32 apps through about 600 MCP tools. Execution-based checkers inspect final environment state. Apps and MCP servers Oct 2025 56.5% In use
Toolathlon-Verified 108 long-horizon tasks across 32 apps through about 600 MCP tools. Execution-based checkers inspect final environment state. Apps and MCP servers Jun 2026 78.4% In use
LOCA-Bench Agentic tasks whose environment state is scaled to grow context length while task semantics stay fixed. Success rate versus context length. Reasoning over long documents Feb 2026 21.3% In use
AgentBoard LLM agents act in 9 partially observable, multi-turn environments that cover embodied tasks, games, web browsing and tool use. Besides final success, AgentBoard reports a progress rate, the share of annotated subgoals the agent reaches. An open toolkit breaks results down by skill. General assistants Jan 2024 48.9% Not in cards