Pith Number

pith:SFR3YRL5

pith:2024:SFR3YRL5V2FNY65MMC5ABUAPNI

not attested not anchored not stored refs pending

Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment

Ge Zhang, Kangping Xu, Quanquan Gu, Yifan Zhang, Yue Wu

arxiv:2410.02197 v3 · 2024-10-03 · cs.AI · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{SFR3YRL5V2FNY65MMC5ABUAPNI}

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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

3 papers in Pith

Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences

Receipt and verification

First computed	2026-07-05T11:19:49.582616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9163bc457dae8adc7bac60ba00d00f6a0cecef43fec217056c7be5f1c7ebc333

Aliases

arxiv: 2410.02197 · arxiv_version: 2410.02197v3 · doi: 10.48550/arxiv.2410.02197 · pith_short_12: SFR3YRL5V2FN · pith_short_16: SFR3YRL5V2FNY65M · pith_short_8: SFR3YRL5

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/SFR3YRL5V2FNY65MMC5ABUAPNI \
  | 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: 9163bc457dae8adc7bac60ba00d00f6a0cecef43fec217056c7be5f1c7ebc333

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28f8a251203274ae9ab9566b663177037c4252f701a6cd2d3b93074556339454",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-03T04:22:55Z",
    "title_canon_sha256": "e757f151e6648d354fc8c7206c7a60b2c777afc4089849b24e3cff089db2002f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02197",
    "kind": "arxiv",
    "version": 3
  }
}