Pith Number

pith:SCNZYHFO

pith:2024:SCNZYHFOJRAD4SE2E6TQMEA4FR

not attested not anchored not stored refs pending

Countering Reward Over-optimization in LLM with Demonstration-Guided Reinforcement Learning

Emmanuel Dupoux, Florian Strub, Mathieu Rita, Olivier Pietquin, Paul Michel, Rahma Chaabouni

arxiv:2404.19409 v1 · 2024-04-30 · 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{SCNZYHFOJRAD4SE2E6TQMEA4FR}

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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

Pause or Fabricate? Training Language Models for Grounded Reasoning

Receipt and verification

First computed	2026-07-05T08:13:43.279387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

909b9c1cae4c403e489a27a706101c2c786d014294959545f1ef933b9c2b1ab5

Aliases

arxiv: 2404.19409 · arxiv_version: 2404.19409v1 · doi: 10.48550/arxiv.2404.19409 · pith_short_12: SCNZYHFOJRAD · pith_short_16: SCNZYHFOJRAD4SE2 · pith_short_8: SCNZYHFO

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/SCNZYHFOJRAD4SE2E6TQMEA4FR \
  | 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: 909b9c1cae4c403e489a27a706101c2c786d014294959545f1ef933b9c2b1ab5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c3ea2b3525d90aecd71bdfbc96ee28cb4dbd4cd5bcb5d80f9bcc5e1733e62e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-30T09:57:21Z",
    "title_canon_sha256": "2f21921d98408a14bf9ce1832b9add0ee3514e45626257853f98ab0b5c3073fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.19409",
    "kind": "arxiv",
    "version": 1
  }
}