Pith Number

pith:ZYLLZWVS

pith:2025:ZYLLZWVS5KKRIZ5VYM3CP4C3OS

not attested not anchored not stored refs pending

Analysis of Error Sources in LLM-based Hypothesis Search for Few-Shot Rule Induction

Aishni Parab, Hongjing Lu, Sumit Gulwani, Ying Nian Wu

arxiv:2509.01016 v1 · 2025-08-31 · cs.AI · cs.CL · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZYLLZWVS5KKRIZ5VYM3CP4C3OS}

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.

Receipt and verification

First computed	2026-07-05T12:02:52.266549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce16bcdab2ea951467b5c33627f05b748850397e69905406cff227d1e6e35ca6

Aliases

arxiv: 2509.01016 · arxiv_version: 2509.01016v1 · doi: 10.48550/arxiv.2509.01016 · pith_short_12: ZYLLZWVS5KKR · pith_short_16: ZYLLZWVS5KKRIZ5V · pith_short_8: ZYLLZWVS

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/ZYLLZWVS5KKRIZ5VYM3CP4C3OS \
  | 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: ce16bcdab2ea951467b5c33627f05b748850397e69905406cff227d1e6e35ca6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a93f8c6134a6a69886635a1abcd8d183a8ddc40cd4eea312b37db81f6aac678",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-31T22:42:58Z",
    "title_canon_sha256": "0f0ac2c05cfef1dfa325d7d0caab9ae5f2a78716f05c1712940b17b653b3617b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01016",
    "kind": "arxiv",
    "version": 1
  }
}