Pith Number

pith:SPMAZL3Z

pith:2023:SPMAZL3ZDOT2BMMARGHRUTYXZB

not attested not anchored not stored refs pending

RLCD: Reinforcement Learning from Contrastive Distillation for Language Model Alignment

Asli Celikyilmaz, Dan Klein, Kevin Yang, Nanyun Peng, Yuandong Tian

arxiv:2307.12950 v3 · 2023-07-24 · 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{SPMAZL3ZDOT2BMMARGHRUTYXZB}

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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

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Receipt and verification

First computed	2026-07-05T07:56:50.732460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93d80caf791ba7a0b180898f1a4f17c87b0e875deefc2225caaf0306ff39cafb

Aliases

arxiv: 2307.12950 · arxiv_version: 2307.12950v3 · doi: 10.48550/arxiv.2307.12950 · pith_short_12: SPMAZL3ZDOT2 · pith_short_16: SPMAZL3ZDOT2BMMA · pith_short_8: SPMAZL3Z

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/SPMAZL3ZDOT2BMMARGHRUTYXZB \
  | 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: 93d80caf791ba7a0b180898f1a4f17c87b0e875deefc2225caaf0306ff39cafb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b7bc169393e97ffea1ca91f33e463a8dc537eb09ed3e51bd8c199958e13f6f3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-24T17:23:22Z",
    "title_canon_sha256": "97b0423404295a67c7539607a88be710353b59282e6957bd2800462162e91b63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12950",
    "kind": "arxiv",
    "version": 3
  }
}