Pith Number

pith:7F2ZXKDA

pith:2024:7F2ZXKDA2PI25ER2L52Y6SI3H3

not attested not anchored not stored refs pending

Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments

Hao Yu, Hugo Latapie, Jayanth Srinivasa, Jie Tang, Xiao Liu, Yiheng Shu, Yu Gu, Yu Su, Yuxiao Dong

arxiv:2402.14672 v2 · 2024-02-22 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7F2ZXKDA2PI25ER2L52Y6SI3H3}

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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

3 papers in Pith

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Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T09:15:30.098372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9759ba860d3d1ae923a5f758f491b3eda7caec6517f07c0fdb1044874f8c19f

Aliases

arxiv: 2402.14672 · arxiv_version: 2402.14672v2 · doi: 10.48550/arxiv.2402.14672 · pith_short_12: 7F2ZXKDA2PI2 · pith_short_16: 7F2ZXKDA2PI25ER2 · pith_short_8: 7F2ZXKDA

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/7F2ZXKDA2PI25ER2L52Y6SI3H3 \
  | 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: f9759ba860d3d1ae923a5f758f491b3eda7caec6517f07c0fdb1044874f8c19f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb74ae6decf25ffeea1c7aa244e3cab51de4c774e1ec14dbf24deb596d0b33e6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-22T16:18:07Z",
    "title_canon_sha256": "8aaf45319d4c1db94b091fb5662c9066ad033e9b81624a3d619ae645defd5aee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14672",
    "kind": "arxiv",
    "version": 2
  }
}