Pith Number

pith:QQTOSWXK

pith:2024:QQTOSWXKAFF2T22VORW4NNAVNV

not attested not anchored not stored refs pending

Are Large Language Models Good Prompt Optimizers?

Jian Li, Nan Du, Qi Zhang, Ruotian Ma, Tao Gui, Xiaolei Wang, Xin Zhou, Xuanjing Huang

arxiv:2402.02101 v1 · 2024-02-03 · cs.CL · 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{QQTOSWXKAFF2T22VORW4NNAVNV}

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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

2 papers in Pith

CRAFT: Cost-aware Refinement And Front-aware Tuning of Prompts

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems

Receipt and verification

First computed	2026-07-05T07:41:11.011484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8426e95aea014ba9eb55746dc6b4156d435827dc87b700c3c2c8a5a96eee9ccf

Aliases

arxiv: 2402.02101 · arxiv_version: 2402.02101v1 · doi: 10.48550/arxiv.2402.02101 · pith_short_12: QQTOSWXKAFF2 · pith_short_16: QQTOSWXKAFF2T22V · pith_short_8: QQTOSWXK

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/QQTOSWXKAFF2T22VORW4NNAVNV \
  | 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: 8426e95aea014ba9eb55746dc6b4156d435827dc87b700c3c2c8a5a96eee9ccf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecc617b1baaf4dfc359b5a1ed03cc83377675c1a01eac909b77ea01dcbd827c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-03T09:48:54Z",
    "title_canon_sha256": "49ca5ac1b2267f634a40d52f60ab4ae54799d8341d5bf906f6b7d80a96026fd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02101",
    "kind": "arxiv",
    "version": 1
  }
}