Pith Number

pith:EL73KOFO

pith:2024:EL73KOFOVT5442RS2O2B2MN3RJ

not attested not anchored not stored refs pending

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Julie Carson-Berndsen, Long Mai

arxiv:2412.03343 v1 · 2024-12-04 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EL73KOFOVT5442RS2O2B2MN3RJ}

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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

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models

Receipt and verification

First computed	2026-07-05T09:44:28.171754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22ffb538aeacfbce6a32d3b41d31bb8a700af911f7c8a51c1f5ba45fa96f461e

Aliases

arxiv: 2412.03343 · arxiv_version: 2412.03343v1 · doi: 10.48550/arxiv.2412.03343 · pith_short_12: EL73KOFOVT54 · pith_short_16: EL73KOFOVT5442RS · pith_short_8: EL73KOFO

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/EL73KOFOVT5442RS2O2B2MN3RJ \
  | 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: 22ffb538aeacfbce6a32d3b41d31bb8a700af911f7c8a51c1f5ba45fa96f461e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "596d49c2f15f65c9713192e819e3415431a4c64200beae755d4b2838c8291b90",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-04T14:23:16Z",
    "title_canon_sha256": "0401afc6ef7be281af7c150aaae70f84939c7389674e731612d7943e42b31a4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03343",
    "kind": "arxiv",
    "version": 1
  }
}