RelyToolBench D

AI benchmark · Agentic

Built by
X-LANCE
Domains
Agentic
Tier
D why
Snapshot

Open benchmark ↗github.com/X-LANCE/ToolHallucination

What is RelyToolBench?

RelyToolBench measures tool hallucination in LLM agents, scoring pass rate, tool hallucination rate and Reliable Pass Rate on tool-use queries including unsolvable ones with missing arguments or unmatched tools.

  • General capability mostly

    “We evaluate **tool hallucinations** and compute a **Reliable Pass Rate (RePR)**, which excludes failures due to tool hallucination.”
    github.com/X-LANCE/ToolHallucination ↗

Who built RelyToolBench

Led by X-LANCE.

    Tier D

    D

    Long tail: little or no usage data yet.

    How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

    • no usage data
    • in curated RL directories (1 pt)

    On X · unclear, low buzz, from 1 post about RelyToolBench in the last month

    Only one low-engagement post mentions it, in passing, as one of several tool-use benchmarks showing noisy results in a quantization comparison.

    @neuralloot ↗

    How we got to tier D
    1. Adoption: no usage data. Tier D.
    2. On X: unclear, low buzz. “Only one low-engagement post mentions it, in passing, as one of several tool-use benchmarks showing noisy results in a quantization comparison.” No move.
    3. In curated RL directories: 1 point, a floor of none.
    4. Confirmed: a line from its own site or paper places it.

    A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

    Where RelyToolBench sits

    Its domain on the map, live. Hover a logo for its name; click to open it. Open it on the full map

    The galaxy could not load. See every vendor on the board.

    Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-29 snapshot.