Pith Number

pith:JZ3LLYGG

pith:2025:JZ3LLYGGJJS7U2KFT2FGVYY3K3

not attested not anchored not stored refs pending

ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework

Jiahao Yan, Jinhao Jiang, Junyi Li, Lisheng Huang, Rongxiang Zhang, Wayne Xin Zhao, Yichen Liu

arxiv:2505.18105 v1 · 2025-05-23 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JZ3LLYGGJJS7U2KFT2FGVYY3K3}

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

3 papers in Pith

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning

Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration

Receipt and verification

First computed	2026-07-05T11:08:36.640269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e76b5e0c64a65fa69459e8a6ae31b56e19596b3aab01c6801e8880c7898ff2f

Aliases

arxiv: 2505.18105 · arxiv_version: 2505.18105v1 · doi: 10.48550/arxiv.2505.18105 · pith_short_12: JZ3LLYGGJJS7 · pith_short_16: JZ3LLYGGJJS7U2KF · pith_short_8: JZ3LLYGG

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/JZ3LLYGGJJS7U2KFT2FGVYY3K3 \
  | 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: 4e76b5e0c64a65fa69459e8a6ae31b56e19596b3aab01c6801e8880c7898ff2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e82f1b83a2b93bc6a9d18025853d7e75b7af76fdf629462cc27d20f86b978384",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T17:02:02Z",
    "title_canon_sha256": "d0a5a5bec4c0fa0170b83162cc342c464be3c9c146efbecb12726325c6df71a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18105",
    "kind": "arxiv",
    "version": 1
  }
}