Pith Number

pith:Q4NVFRZR

pith:2024:Q4NVFRZRV6VJBQYANLFKBBFMEH

not attested not anchored not stored refs pending

Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models

Tom S. Juzek, Zina B. Ward

arxiv:2412.11385 v1 · 2024-12-16 · 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{Q4NVFRZRV6VJBQYANLFKBBFMEH}

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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

1 paper in Pith

Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback

Receipt and verification

First computed	2026-07-05T09:49:31.834139Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

871b52c731afaa90c3006acaa084ac21fed1f5eb671a31f315a7d9dd64a3b5dc

Aliases

arxiv: 2412.11385 · arxiv_version: 2412.11385v1 · doi: 10.48550/arxiv.2412.11385 · pith_short_12: Q4NVFRZRV6VJ · pith_short_16: Q4NVFRZRV6VJBQYA · pith_short_8: Q4NVFRZR

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/Q4NVFRZRV6VJBQYANLFKBBFMEH \
  | 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: 871b52c731afaa90c3006acaa084ac21fed1f5eb671a31f315a7d9dd64a3b5dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03950bae49c19b180c1ea6e38c50e82e4063d9a79bc50005a857941bdbfe4013",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-16T02:27:59Z",
    "title_canon_sha256": "663c6b5f3fa6b1a9e32ab4f3a8950dfa5cd926be0a3627a00643f7a1a83413cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11385",
    "kind": "arxiv",
    "version": 1
  }
}