Pith Number

pith:GCJRPYBH

pith:2024:GCJRPYBHBO2HBURBLU3AAVRXEE

not attested not anchored not stored refs pending

Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs

Christopher Potts, David Broman, Josh Purtell, Krista Opsahl-Ong, Matei Zaharia, Michael J Ryan, Omar Khattab

arxiv:2406.11695 v2 · 2024-06-17 · 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{GCJRPYBHBO2HBURBLU3AAVRXEE}

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

12 papers in Pith

IUU+DB: Tracking Illegal, Unreported, and Unregulated Fishing, Seafood Fraud, and Labor Abuse through LLM-driven Information Extraction

Trace2Policy: From Expert Behavior Traces to Self-Evolving Decision Agents

Contrastive Reflection for Iterative Prompt Optimization

LLMs Are Already Good Tutors: Training-Free Prompt Optimization for Pedagogical Math Tutoring

Evolving and Detecting Multi-Turn Deception using Geometric Signatures

Receipt and verification

First computed	2026-07-05T09:16:18.327770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

309317e0270bb470d2215d360056372108d5fa53c72ae1d769ed186b012835cc

Aliases

arxiv: 2406.11695 · arxiv_version: 2406.11695v2 · doi: 10.48550/arxiv.2406.11695 · pith_short_12: GCJRPYBHBO2H · pith_short_16: GCJRPYBHBO2HBURB · pith_short_8: GCJRPYBH

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/GCJRPYBHBO2HBURBLU3AAVRXEE \
  | 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: 309317e0270bb470d2215d360056372108d5fa53c72ae1d769ed186b012835cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2729abf1ae09622c4b0d8088207e4f2f003102319553a1bf756ca6356c4d463a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-17T16:12:03Z",
    "title_canon_sha256": "c64e1161d4e66a6028cf376519f0e9556c06b6bc3a35ee41770d2e42c95d81d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11695",
    "kind": "arxiv",
    "version": 2
  }
}