Pith Number

pith:LVKTAOYD

pith:2023:LVKTAOYDYYBGIPVSBHABYFYF54

not attested not anchored not stored refs pending

Group Preference Optimization: Few-Shot Alignment of Large Language Models

Aditya Grover, John Dang, Siyan Zhao

arxiv:2310.11523 v2 · 2023-10-17 · 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{LVKTAOYDYYBGIPVSBHABYFYF54}

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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

8 papers in Pith

Beyond the Golden Teacher: Enhancing Graph Learning through LLM-GNN Co-teaching

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

POPI: Personalizing LLMs via Optimized Natural Language Preference Inference

What's In My Human Feedback? Learning Interpretable Descriptions of Preference Data

A Roadmap to Pluralistic Alignment

Receipt and verification

First computed	2026-07-05T09:20:22.001113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d55303b03c602643eb209c01c1705ef37cb347ee8b56b65d5e31da8c1350fcb

Aliases

arxiv: 2310.11523 · arxiv_version: 2310.11523v2 · doi: 10.48550/arxiv.2310.11523 · pith_short_12: LVKTAOYDYYBG · pith_short_16: LVKTAOYDYYBGIPVS · pith_short_8: LVKTAOYD

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/LVKTAOYDYYBGIPVSBHABYFYF54 \
  | 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: 5d55303b03c602643eb209c01c1705ef37cb347ee8b56b65d5e31da8c1350fcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "643b8c4fda20e6ec77a379966b49ec66043e5c8d6ed93c51630cbf8c166e9de9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-17T18:41:57Z",
    "title_canon_sha256": "a0cc88434bcf2c66430433d0bba11ded9934f49d9d768ae7221e4c4a79595039"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11523",
    "kind": "arxiv",
    "version": 2
  }
}