Pith Number

pith:RPGJGKUB

pith:2025:RPGJGKUBU64HSEIYIN4G2ETC5S

not attested not anchored not stored refs pending

Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction

Chuang Zhao, Chunhong Zhang, Jianping Fan, Likang Wu, Liping Liu, Ming He, Zheng Hu

arxiv:2503.00902 v1 · 2025-03-02 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RPGJGKUBU64HSEIYIN4G2ETC5S}

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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

SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation

Receipt and verification

First computed	2026-07-05T10:22:32.086640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bcc932a81a7b879111843786d1262ecb6cc1f6e22451e7cbf9a95b53e6581db

Aliases

arxiv: 2503.00902 · arxiv_version: 2503.00902v1 · doi: 10.48550/arxiv.2503.00902 · pith_short_12: RPGJGKUBU64H · pith_short_16: RPGJGKUBU64HSEIY · pith_short_8: RPGJGKUB

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/RPGJGKUBU64HSEIYIN4G2ETC5S \
  | 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: 8bcc932a81a7b879111843786d1262ecb6cc1f6e22451e7cbf9a95b53e6581db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f54ad570cafd164a04edad36862dc53c96248570e93c0fc91ec5a5b0ab70f4e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-02T14:02:03Z",
    "title_canon_sha256": "774712b17ecb5873ff351303f995a8e7c9d2644fea31f79de3069002a1442b7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00902",
    "kind": "arxiv",
    "version": 1
  }
}