Pith Number

pith:XRWAPDXD

pith:2024:XRWAPDXDJCL7AU45QJ6Q5HIBRW

not attested not anchored not stored refs pending

Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection

Cilin Yan, Guoliang Kang, Jingyun Wang, Kai Xiong, Lin Zhang, Qingsong Liu, Ruihui Zhao, Xiaopu Wu, Yangyang Kang

arxiv:2411.07446 v2 · 2024-11-12 · 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{XRWAPDXDJCL7AU45QJ6Q5HIBRW}

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

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Receipt and verification

First computed	2026-07-05T11:10:02.394242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc6c078ee34897f0539d827d0e9d018d81c12646947f95d3b60739862043a02e

Aliases

arxiv: 2411.07446 · arxiv_version: 2411.07446v2 · doi: 10.48550/arxiv.2411.07446 · pith_short_12: XRWAPDXDJCL7 · pith_short_16: XRWAPDXDJCL7AU45 · pith_short_8: XRWAPDXD

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/XRWAPDXDJCL7AU45QJ6Q5HIBRW \
  | 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: bc6c078ee34897f0539d827d0e9d018d81c12646947f95d3b60739862043a02e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d75ca07be00a0c3ad41e94797bf4dc34c55e087b8bd656d5535692b488e65eaa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-12T00:07:29Z",
    "title_canon_sha256": "d1691a7dfe9b27fcf58b7b8c209187f2c8f00f595097f3ef5d4994275514b0ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07446",
    "kind": "arxiv",
    "version": 2
  }
}