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Pith Number

pith:WB7EZGEL

pith:2024:WB7EZGELNIKZPILA7I4SSP3YJF
not attested not anchored not stored refs pending

Spread Preference Annotation: Direct Preference Judgment for Efficient LLM Alignment

Dongyoung Kim, Jaehyung Kim, Jinwoo Shin, Kimin Lee

arxiv:2406.04412 v2 · 2024-06-06 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{WB7EZGELNIKZPILA7I4SSP3YJF}

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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

TPMM-DPO: Trajectory-aware Preference-guided Model Merging for Iterative Direct Preference Optimization
LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods
Generating Place-Based Compromises Between Two Points of View
Receipt and verification
First computed 2026-07-05T10:23:19.892937Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b07e4c988b6a1597a160fa39293f78496487744c383c155ed427fb4600b58021

Aliases

arxiv: 2406.04412 · arxiv_version: 2406.04412v2 · doi: 10.48550/arxiv.2406.04412 · pith_short_12: WB7EZGELNIKZ · pith_short_16: WB7EZGELNIKZPILA · pith_short_8: WB7EZGEL
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/WB7EZGELNIKZPILA7I4SSP3YJF \
  | 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: b07e4c988b6a1597a160fa39293f78496487744c383c155ed427fb4600b58021
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "662e72c08dbe360c771ef645651c1a0723423ab3c8961421d75b3c7cd95c2834",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T18:01:02Z",
    "title_canon_sha256": "7c10a2d85e2589a81cf648713d07695a17847ae38795887808e9abf56c6e53fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04412",
    "kind": "arxiv",
    "version": 2
  }
}