Pith Number

pith:C66E7IT6

pith:2023:C66E7IT6O2KJE6HDED2CRFWRKO

not attested not anchored not stored refs pending

Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data

Kashun Shum, Shizhe Diao, Tong Zhang

arxiv:2302.12822 v3 · 2023-02-24 · 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{C66E7IT6O2KJE6HDED2CRFWRKO}

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

5 papers in Pith

Expressive Prompting: Improving Emotion Intensity and Speaker Consistency in Zero-Shot TTS

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems

ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs

ACIL: Auto Chain of Thoughts for In-Context Learning

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Receipt and verification

First computed	2026-07-05T07:49:30.275108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17bc4fa27e76949278e320f42896d153a3c3c8f20f654e43145668e63037ffd0

Aliases

arxiv: 2302.12822 · arxiv_version: 2302.12822v3 · doi: 10.48550/arxiv.2302.12822 · pith_short_12: C66E7IT6O2KJ · pith_short_16: C66E7IT6O2KJE6HD · pith_short_8: C66E7IT6

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/C66E7IT6O2KJE6HDED2CRFWRKO \
  | 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: 17bc4fa27e76949278e320f42896d153a3c3c8f20f654e43145668e63037ffd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97476a43105d63d253f177d04c2f75974fe88c02a0569c911e59202383f60067",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-24T18:58:06Z",
    "title_canon_sha256": "e2d8f362d315619c1476c2d3dd3500cfe0c83e668fbca6e668a5a4593f94fd57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12822",
    "kind": "arxiv",
    "version": 3
  }
}