Pith Number

pith:CLYJY6HJ

pith:2024:CLYJY6HJJRC6DTRTGJIYIFV7B2

not attested not anchored not stored refs pending

Interpreting Language Reward Models via Contrastive Explanations

Freddy Lecue, Junqi Jiang, Manuela Veloso, Saumitra Mishra, Tom Bewley

arxiv:2411.16502 v2 · 2024-11-25 · cs.LG · 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{CLYJY6HJJRC6DTRTGJIYIFV7B2}

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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

1 paper in Pith

Teach a Reward Model to Correct Itself: Reward Guided Adversarial Failure Discovery for Robust Reward Modeling

Receipt and verification

First computed	2026-07-05T10:20:17.749282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12f09c78e94c45e1ce3332518416bf0e9d407c6a3db5ac98743d5aecea5a6a57

Aliases

arxiv: 2411.16502 · arxiv_version: 2411.16502v2 · doi: 10.48550/arxiv.2411.16502 · pith_short_12: CLYJY6HJJRC6 · pith_short_16: CLYJY6HJJRC6DTRT · pith_short_8: CLYJY6HJ

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/CLYJY6HJJRC6DTRTGJIYIFV7B2 \
  | 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: 12f09c78e94c45e1ce3332518416bf0e9d407c6a3db5ac98743d5aecea5a6a57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "613b2d784c3df2681a483e836939e98e171c891045bb82822ee2ce38208f6818",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T15:37:27Z",
    "title_canon_sha256": "18c575c81f91d3b35f17629e4a976fcf48b09af6e1836ed8739637510a964047"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16502",
    "kind": "arxiv",
    "version": 2
  }
}