Pith Number

pith:5NDP6KIV

pith:2025:5NDP6KIVZE3STC3NUUI7UF2F5Y

not attested not anchored not stored refs pending

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Bowen Jin, Gang Wang, Lixiao Cui, Tiannuo Yang, Xiaoguang Liu, Yusen Li, Zebin Yao

arxiv:2505.12065 v1 · 2025-05-17 · cs.AI · cs.CL · cs.IR · 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{5NDP6KIVZE3STC3NUUI7UF2F5Y}

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

2 papers in Pith

Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution

Receipt and verification

First computed	2026-07-05T11:04:57.877574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb46ff2915c937298b6da511fa1745ee381b98a285b9eeff9454fca2122493be

Aliases

arxiv: 2505.12065 · arxiv_version: 2505.12065v1 · doi: 10.48550/arxiv.2505.12065 · pith_short_12: 5NDP6KIVZE3S · pith_short_16: 5NDP6KIVZE3STC3N · pith_short_8: 5NDP6KIV

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/5NDP6KIVZE3STC3NUUI7UF2F5Y \
  | 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: eb46ff2915c937298b6da511fa1745ee381b98a285b9eeff9454fca2122493be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2c4c5d6f3a936952f8a338123d5a3f2912eb798e8832a34d176227b62574463",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-17T16:07:01Z",
    "title_canon_sha256": "19b9752715a18067e4c186a95731d3d141f2a63fa68c8233624f2206e3555e0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12065",
    "kind": "arxiv",
    "version": 1
  }
}