Pith Number

pith:G6USPTWD

pith:2025:G6USPTWDWIO3IP2XXJ4JRBX3PR

not attested not anchored not stored refs pending

UserBench: An Interactive Gym Environment for User-Centric Agents

Akshara Prabhakar, Caiming Xiong, Cheng Qian, Haolin Chen, Heng Ji, Huan Wang, Jianguo Zhang, Shelby Heinecke, Silvio Savarese, Weiran Yao, Zhiwei Liu, Zuxin Liu

arxiv:2507.22034 v1 · 2025-07-29 · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G6USPTWDWIO3IP2XXJ4JRBX3PR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

11 papers in Pith

StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents

WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents

CRAB-Bench: Evaluating LLM Agents under Complex Task Dependencies and Human-aligned User Simulation

UserHarness: Harnessing User Minds for Stronger Agent Theory-of-Mind

Receipt and verification

First computed	2026-07-05T11:45:11.972213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37a927cec3b21db43f57ba789886fb7c7bcffa5c0da51696ea213ff47a3061ca

Aliases

arxiv: 2507.22034 · arxiv_version: 2507.22034v1 · doi: 10.48550/arxiv.2507.22034 · pith_short_12: G6USPTWDWIO3 · pith_short_16: G6USPTWDWIO3IP2X · pith_short_8: G6USPTWD

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/G6USPTWDWIO3IP2XXJ4JRBX3PR \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 37a927cec3b21db43f57ba789886fb7c7bcffa5c0da51696ea213ff47a3061ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db1035174401cbedd48baa2a5629a777682faa3d82ec2424bad58445f0cf734b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-29T17:34:12Z",
    "title_canon_sha256": "8df2018d6948408c6a7ce0752890b5fd1eb1244efa8a5d77e2501485c3e95d9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22034",
    "kind": "arxiv",
    "version": 1
  }
}