Pith Number

pith:SIYMK2U5

pith:2024:SIYMK2U54JVKOYFNY54KB6QFNS

not attested not anchored not stored refs pending

MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization

Bang Liu, Dayiheng Liu, Ge Fan, Wei Wu, Yanghua Xiao, Yuyan Chen, Zhengyu Chen, Zhihao Wen, Zhixu Li

arxiv:2407.04118 v1 · 2024-07-04 · cs.CL · cs.AI

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

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\usepackage{pith}
\pithnumber{SIYMK2U54JVKOYFNY54KB6QFNS}

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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

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Receipt and verification

First computed	2026-07-05T08:40:28.973511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9230c56a9de26aa760adc778a0fa056c9d36cc70b642dabc57cd5e3d744a9840

Aliases

arxiv: 2407.04118 · arxiv_version: 2407.04118v1 · doi: 10.48550/arxiv.2407.04118 · pith_short_12: SIYMK2U54JVK · pith_short_16: SIYMK2U54JVKOYFN · pith_short_8: SIYMK2U5

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/SIYMK2U54JVKOYFNY54KB6QFNS \
  | 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: 9230c56a9de26aa760adc778a0fa056c9d36cc70b642dabc57cd5e3d744a9840

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75e33ac7042378feafc0968227e6b11c04c4b4ed2fe85ba1aef57077e207b3f9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-04T18:39:59Z",
    "title_canon_sha256": "ce40946117f17fe23f385d70bb66eb0859b46b87852b5371f0fe9674eb8308a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04118",
    "kind": "arxiv",
    "version": 1
  }
}