Pith Number

pith:UQ3MHYAW

pith:2025:UQ3MHYAWK5BMNYLTWP7IQYJ72R

not attested not anchored not stored refs pending

Modifying Large Language Model Post-Training for Diverse Creative Writing

John Joon Young Chung, Max Kreminski, Melissa Roemmele, Vishakh Padmakumar, Yuqian Sun

arxiv:2503.17126 v1 · 2025-03-21 · cs.CL · 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{UQ3MHYAWK5BMNYLTWP7IQYJ72R}

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

5 papers in Pith

Anchorless Diversification for Parallel LLM Ideation

LLM Jaggedness Unlocks Scientific Creativity

Task-Dependent Evaluation of LLM Output Homogenization: A Taxonomy-Guided Framework

LLM Jaggedness Unlocks Scientific Creativity

Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data

Receipt and verification

First computed	2026-07-05T10:36:58.199747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a436c3e0165742c6e173b3fe88613fd4648e53d7646dfcc63f0640976905fe6b

Aliases

arxiv: 2503.17126 · arxiv_version: 2503.17126v1 · doi: 10.48550/arxiv.2503.17126 · pith_short_12: UQ3MHYAWK5BM · pith_short_16: UQ3MHYAWK5BMNYLT · pith_short_8: UQ3MHYAW

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/UQ3MHYAWK5BMNYLTWP7IQYJ72R \
  | 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: a436c3e0165742c6e173b3fe88613fd4648e53d7646dfcc63f0640976905fe6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3de4d9d10c4f2942b3fad6a088732b0e3b998b959a3ba6cba5eda865682333d7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-21T13:21:45Z",
    "title_canon_sha256": "82f44a7bf721bd7a3f6a4aeb92ea3e609fef643314d51afc81cb7051985e5862"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17126",
    "kind": "arxiv",
    "version": 1
  }
}