Pith Number

pith:AUOJIZBD

pith:2023:AUOJIZBDOEHP76PESV763RVUXP

not attested not anchored not stored refs pending

Automatic Prompt Optimization with "Gradient Descent" and Beam Search

Chenguang Zhu, Dan Iter, Jerry Li, Michael Zeng, Reid Pryzant, Yin Tat Lee

arxiv:2305.03495 v2 · 2023-05-04 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AUOJIZBDOEHP76PESV763RVUXP}

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

23 papers in Pith

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Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution

BCL: Bayesian In-Context Learning Framework for Information Extraction

Receipt and verification

First computed	2026-07-05T07:02:28.636416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

051c946423710efff9e4957fedc6b4bbf5bebd1643b693362b19f1ddf469192b

Aliases

arxiv: 2305.03495 · arxiv_version: 2305.03495v2 · doi: 10.48550/arxiv.2305.03495 · pith_short_12: AUOJIZBDOEHP · pith_short_16: AUOJIZBDOEHP76PE · pith_short_8: AUOJIZBD

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/AUOJIZBDOEHP76PESV763RVUXP \
  | 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: 051c946423710efff9e4957fedc6b4bbf5bebd1643b693362b19f1ddf469192b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03bb66f3e9d1dbd00fbe5ad028e839723a51484d33c425e15afffedcd8a85d17",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-04T15:15:22Z",
    "title_canon_sha256": "959bf99b0b128ac81d9186058b4c9df323295a0a2338b928e96c0be4e7ee4e16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.03495",
    "kind": "arxiv",
    "version": 2
  }
}