Pith Number

pith:RQ2AC355

pith:2024:RQ2AC355JH2IR2HF7YOGOL6FCS

not attested not anchored not stored refs pending

Multi-turn Reinforcement Learning from Preference Human Feedback

Asaf Cassel, Avinatan Hassidim, Avital Zipori, Aviv Rosenberg, Bilal Piot, Daniele Calandriello, Hila Noga, Idan Szpektor, Lior Shani, Oran Lang, Orgad Keller, R\'emi Munos, Yossi Matias

arxiv:2405.14655 v2 · 2024-05-23 · 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{RQ2AC355JH2IR2HF7YOGOL6FCS}

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

2 papers in Pith

Training Language Models to Self-Correct via Reinforcement Learning

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Receipt and verification

First computed	2026-07-05T09:43:07.280550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c34016fbd49f488e8e5fe1c672fc5148db70033f17fbe9b31bde71a9e217e60

Aliases

arxiv: 2405.14655 · arxiv_version: 2405.14655v2 · doi: 10.48550/arxiv.2405.14655 · pith_short_12: RQ2AC355JH2I · pith_short_16: RQ2AC355JH2IR2HF · pith_short_8: RQ2AC355

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/RQ2AC355JH2IR2HF7YOGOL6FCS \
  | 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: 8c34016fbd49f488e8e5fe1c672fc5148db70033f17fbe9b31bde71a9e217e60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8abb2d05e5af6a010b8e7633cb06f477d5d33a8cd4891e51ba3d1b9d31d8aff3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T14:53:54Z",
    "title_canon_sha256": "2b85a3456dff451dd108feb3442e5f9f1567ff161086a03923b9afde920b263b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14655",
    "kind": "arxiv",
    "version": 2
  }
}