Pith Number

pith:2LSWTZNZ

pith:2025:2LSWTZNZDLBBVX7Y5ATHCHPIZ7

not attested not anchored not stored refs pending

Optimizing Diversity and Quality through Base-Aligned Model Collaboration

Chenghao Yang, Jonathan May, Mina Lee, Muhao Chen, Tenghao Huang, Yichen Wang

arxiv:2511.05650 v2 · 2025-11-07 · 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{2LSWTZNZDLBBVX7Y5ATHCHPIZ7}

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

1 paper in Pith

Annotations Mitigate Post-Training Mode Collapse

Receipt and verification

First computed	2026-06-02T03:05:04.259593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2e569e5b91ac21adff8e826711de8cff159328c5dc0428ddffcce499049b642

Aliases

arxiv: 2511.05650 · arxiv_version: 2511.05650v2 · doi: 10.48550/arxiv.2511.05650 · pith_short_12: 2LSWTZNZDLBB · pith_short_16: 2LSWTZNZDLBBVX7Y · pith_short_8: 2LSWTZNZ

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/2LSWTZNZDLBBVX7Y5ATHCHPIZ7 \
  | 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: d2e569e5b91ac21adff8e826711de8cff159328c5dc0428ddffcce499049b642

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd9ebe39c6f95c7c3e698dbbc3fbfa1090628b9ea65fb1245756137f45e25a32",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-07T19:00:01Z",
    "title_canon_sha256": "01fd2c880c28ff16845b89421fcc94cac7cc368b7d55ee3ff934898fc4d03a0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.05650",
    "kind": "arxiv",
    "version": 2
  }
}