Pith Number

pith:TLBSRFGX

pith:2025:TLBSRFGXBUFB72INGDAQLJSHQO

not attested not anchored not stored refs pending

ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection

Jiaqi Li, Quansen Wang, Songchun Zhu, Xiaobo Wang, Xinyi Dong, Yang Liu, Zhizhuo Yang, Zilong Zheng, Zixia Jia

arxiv:2505.16475 v1 · 2025-05-22 · 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{TLBSRFGXBUFB72INGDAQLJSHQO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T11:07:36.124802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ac32894d70d0a1fe90d30c105a64783b9aee80ff78f356b518c54fff0f409fc

Aliases

arxiv: 2505.16475 · arxiv_version: 2505.16475v1 · doi: 10.48550/arxiv.2505.16475 · pith_short_12: TLBSRFGXBUFB · pith_short_16: TLBSRFGXBUFB72IN · pith_short_8: TLBSRFGX

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/TLBSRFGXBUFB72INGDAQLJSHQO \
  | 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: 9ac32894d70d0a1fe90d30c105a64783b9aee80ff78f356b518c54fff0f409fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "965091e29c0568c6a2092428ce6cb1f182b5bb8fb69034e6950247fdaf35d6a7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T10:03:05Z",
    "title_canon_sha256": "9b9079fa2f472cec13d2c59c0a8e68f98b5ba72c1c72e9c07d2646d7a972119a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16475",
    "kind": "arxiv",
    "version": 1
  }
}