Pith Number

pith:UGNUBCGA

pith:2025:UGNUBCGAXLITSYUC23RU7QSBK2

not attested not anchored not stored refs pending

Improving Diversity in Language Models: When Temperature Fails, Change the Loss

Alexandre Allauzen, Alexandre Verine, Benjamin Negrevergne, Florian Le Bronnec, Kunhao Zheng, Yann Chevaleyre

arxiv:2508.09654 v1 · 2025-08-13 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{UGNUBCGAXLITSYUC23RU7QSBK2}

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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

2 papers in Pith

Diversity in Large Language Models under Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:53:19.196809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a19b4088c0bad1396282d6e34fc24156bc238a803c3df6e5444d822f74d6c1ce

Aliases

arxiv: 2508.09654 · arxiv_version: 2508.09654v1 · doi: 10.48550/arxiv.2508.09654 · pith_short_12: UGNUBCGAXLIT · pith_short_16: UGNUBCGAXLITSYUC · pith_short_8: UGNUBCGA

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/UGNUBCGAXLITSYUC23RU7QSBK2 \
  | 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: a19b4088c0bad1396282d6e34fc24156bc238a803c3df6e5444d822f74d6c1ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1e18304e4c8ce805c8fe47669a1bc2cca06014ee07ef719304bc5b6a163657c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-13T09:37:53Z",
    "title_canon_sha256": "7b738a66610bcf045412c803f5086b30936c41487925a5e8f63022b083fabaae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09654",
    "kind": "arxiv",
    "version": 1
  }
}