Pith Number

pith:YKI4JOUU

pith:2024:YKI4JOUUOKNSKZHJKFOSJHOOZZ

not attested not anchored not stored refs pending

Transforming and Combining Rewards for Aligning Large Language Models

Alex D'Amour, Chirag Nagpal, Jacob Eisenstein, Jonathan Berant, Sanmi Koyejo, Victor Veitch, Zihao Wang

arxiv:2402.00742 v2 · 2024-02-01 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKI4JOUUOKNSKZHJKFOSJHOOZZ}

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

4 papers in Pith

Anatomy of Post-Training: Using Interpretability to Characterize Data and Shape the Learning Signal

Language Model Networks: Supervision-Efficient Learning through Dense Communication

Seed-TTS: A Family of High-Quality Versatile Speech Generation Models

Reward Hacking in Rubric-Based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:45:49.867335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c291c4ba94729b2564e9515d249dcece46b585cf2a5ad5998db9de13a3e440e0

Aliases

arxiv: 2402.00742 · arxiv_version: 2402.00742v2 · doi: 10.48550/arxiv.2402.00742 · pith_short_12: YKI4JOUUOKNS · pith_short_16: YKI4JOUUOKNSKZHJ · pith_short_8: YKI4JOUU

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/YKI4JOUUOKNSKZHJKFOSJHOOZZ \
  | 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: c291c4ba94729b2564e9515d249dcece46b585cf2a5ad5998db9de13a3e440e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6aff8462b2d6ede8c1b86cda4b9bb747470734951cbef06ad8ac19d1ab2879d3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-01T16:39:28Z",
    "title_canon_sha256": "25da635e53ed4ecf84da86c4cc307e90124b13a554eb0fa05d0cfb8dda896ea6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00742",
    "kind": "arxiv",
    "version": 2
  }
}