Pith Number

pith:73Z72HUC

pith:2024:73Z72HUCCAEL7IRMEG5RUQGG7H

not attested not anchored not stored refs pending

Bootstrapping Language Models with DPO Implicit Rewards

Arunesh Sinha, Changyu Chen, Chao Du, Min Lin, Pradeep Varakantham, Qian Liu, Tianyu Pang, Zichen Liu

arxiv:2406.09760 v2 · 2024-06-14 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{73Z72HUCCAEL7IRMEG5RUQGG7H}

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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

Process Reinforcement through Implicit Rewards

Receipt and verification

First computed	2026-07-05T10:26:04.502237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef3fd1e821008bfa22c21bb1a40c6f9c7021602c1bac12683601e567651029d

Aliases

arxiv: 2406.09760 · arxiv_version: 2406.09760v2 · doi: 10.48550/arxiv.2406.09760 · pith_short_12: 73Z72HUCCAEL · pith_short_16: 73Z72HUCCAEL7IRM · pith_short_8: 73Z72HUC

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/73Z72HUCCAEL7IRMEG5RUQGG7H \
  | 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: fef3fd1e821008bfa22c21bb1a40c6f9c7021602c1bac12683601e567651029d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7128e2f664a28b90e2f44455e5072bdf89b92ca10fdb86295332cd656b0c2bb5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-14T06:57:18Z",
    "title_canon_sha256": "07600ad41ac3e1dad180d1621b2d97ed50d08eabce913b0d958359dc363c44ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09760",
    "kind": "arxiv",
    "version": 2
  }
}