Pith Number

pith:Q3QNSGNR

pith:2023:Q3QNSGNRRDFZALMY7D4D56CMYO

not attested not anchored not stored refs pending

Introspective Tips: Large Language Model for In-Context Decision Making

Dongmei Zhang, Fangkai Yang, Hang Dong, Jie Yan, Liting Chen, Lu Wang, Pu Zhao, Qingwei Lin, Saravan Rajmohan, Shuang Li, Si Qin, Yali Du

arxiv:2305.11598 v1 · 2023-05-19 · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{Q3QNSGNRRDFZALMY7D4D56CMYO}

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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

4 papers in Pith

MetaEvo: A Meta-Optimization Framework for Experience-Driven Agent Evolution

EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle

A Survey on Large Language Model based Autonomous Agents

Receipt and verification

First computed	2026-07-05T06:11:49.047743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86e0d919b188cb902d98f8f83ef84cc396ef724a467e4670c019740665391657

Aliases

arxiv: 2305.11598 · arxiv_version: 2305.11598v1 · doi: 10.48550/arxiv.2305.11598 · pith_short_12: Q3QNSGNRRDFZ · pith_short_16: Q3QNSGNRRDFZALMY · pith_short_8: Q3QNSGNR

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/Q3QNSGNRRDFZALMY7D4D56CMYO \
  | 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: 86e0d919b188cb902d98f8f83ef84cc396ef724a467e4670c019740665391657

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8938e23208a489787737947b883988cfed7eb38c294d80d4f208264a8ca657a3",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-19T11:20:37Z",
    "title_canon_sha256": "34d2f1cd84bdbefcd171a50ec8295f62b28d9d757b65f569aa727be4062f6567"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11598",
    "kind": "arxiv",
    "version": 1
  }
}