Pith Number

pith:XGEYBB5I

pith:2023:XGEYBB5IEAFSV5X76B6S6VQLZZ

not attested not anchored not stored refs pending

Large Language Models Are Semi-Parametric Reinforcement Learning Agents

Danyang Zhang, Hongshen Xu, Kai Yu, Lu Chen, Situo Zhang, Zihan Zhao

arxiv:2306.07929 v2 · 2023-06-09 · 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{XGEYBB5IEAFSV5X76B6S6VQLZZ}

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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

Understanding the planning of LLM agents: A survey

Architecture Matters More Than Scale: A Comparative Study of Retrieval and Memory Augmentation for Financial QA Under SME Compute Constraints

Receipt and verification

First computed	2026-07-05T07:06:30.102819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9898087a8200b2af6fff07d2f560bce65fe79a2082a2aa7557e0601f6b62b9f

Aliases

arxiv: 2306.07929 · arxiv_version: 2306.07929v2 · doi: 10.48550/arxiv.2306.07929 · pith_short_12: XGEYBB5IEAFS · pith_short_16: XGEYBB5IEAFSV5X7 · pith_short_8: XGEYBB5I

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/XGEYBB5IEAFSV5X76B6S6VQLZZ \
  | 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: b9898087a8200b2af6fff07d2f560bce65fe79a2082a2aa7557e0601f6b62b9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3e2cf631c4a86bf072b14490ee085a8e187c252a33a33653acb2f2e6c1a3e1c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-09T08:08:18Z",
    "title_canon_sha256": "137024064bd0682326b7aa157785ada3c3de7f3a1fbd711f8586914f3acf0453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07929",
    "kind": "arxiv",
    "version": 2
  }
}