Pith Number

pith:M7F4RFFD

pith:2023:M7F4RFFD77Z25QTJEG3LAILSNT

not attested not anchored not stored refs pending

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Bin Zhang, Guoqing Du, Hangyu Mao, Jingqing Ruan, Rui Zhao, Shiwei Shi, Tianpeng Bao, Xiaoru Hu, Xingyu Zeng, Yihong Chen, Yilun Kong, Ziyue Li

arxiv:2311.11315 v1 · 2023-11-19 · cs.AI

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

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\usepackage{pith}
\pithnumber{M7F4RFFD77Z25QTJEG3LAILSNT}

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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

1 paper in Pith

A Survey on the Memory Mechanism of Large Language Model based Agents

Receipt and verification

First computed	2026-07-05T07:14:31.449872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67cbc894a3fff3aec26921b6b021726cc1447fca41887c6b9ee74343126b55fa

Aliases

arxiv: 2311.11315 · arxiv_version: 2311.11315v1 · doi: 10.48550/arxiv.2311.11315 · pith_short_12: M7F4RFFD77Z2 · pith_short_16: M7F4RFFD77Z25QTJ · pith_short_8: M7F4RFFD

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/M7F4RFFD77Z25QTJEG3LAILSNT \
  | 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: 67cbc894a3fff3aec26921b6b021726cc1447fca41887c6b9ee74343126b55fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b06eff50f8ffec544238234d9e9f1050d121ef5617ca480b8f1a64397a3ff7b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-19T12:37:30Z",
    "title_canon_sha256": "9985b7bef399a6bdcef424ee5ad05b5d72f3ba940966adeed6fb856c824527e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.11315",
    "kind": "arxiv",
    "version": 1
  }
}