Pith Number

pith:4IAT5K5K

pith:2025:4IAT5K5K2XJFZN7MDSCXI4HQS4

not attested not anchored not stored refs pending

LLM generation novelty through the lens of semantic similarity

Ameya Prabhu, Elisa Nguyen, Matthias Bethge, Philipp Davydov, Seong Joon Oh

arxiv:2510.27313 v3 · 2025-10-31 · cs.LG · cs.AI · 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{4IAT5K5K2XJFZN7MDSCXI4HQS4}

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	2026-08-04T01:58:06.816587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2013eabaad5d25cb7ec1c857470f0973e37c4972c89981c1d1008dc894cc619

Aliases

arxiv: 2510.27313 · arxiv_version: 2510.27313v3 · doi: 10.48550/arxiv.2510.27313 · pith_short_12: 4IAT5K5K2XJF · pith_short_16: 4IAT5K5K2XJFZN7M · pith_short_8: 4IAT5K5K

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/4IAT5K5K2XJFZN7MDSCXI4HQS4 \
  | 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: e2013eabaad5d25cb7ec1c857470f0973e37c4972c89981c1d1008dc894cc619

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da886ffb729c7c4ae74b2a723ab9cd41255db8e442fa8181af630bbaff81506d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-31T09:39:12Z",
    "title_canon_sha256": "06c12be2959e34898e5f48374c001627db8975e7f0c042e4a5fb609266d662e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.27313",
    "kind": "arxiv",
    "version": 3
  }
}