Pith Number

pith:DCWWDQBV

pith:2022:DCWWDQBVITJIZY43EADYBGEMIX

not attested not anchored not stored refs pending

Offline RL for Natural Language Generation with Implicit Language Q Learning

Charlie Snell, Ilya Kostrikov, Mengjiao Yang, Sergey Levine, Yi Su

arxiv:2206.11871 v2 · 2022-06-05 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{DCWWDQBVITJIZY43EADYBGEMIX}

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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

7 papers in Pith

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Efficient Post-training of LLMs for Code Generation With Offline Reinforcement Learning

Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:05:27.571080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18ad61c03544d28ce39b200780988c45d910353bd75ab1744f22b768af813cd3

Aliases

arxiv: 2206.11871 · arxiv_version: 2206.11871v2 · doi: 10.48550/arxiv.2206.11871 · pith_short_12: DCWWDQBVITJI · pith_short_16: DCWWDQBVITJIZY43 · pith_short_8: DCWWDQBV

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/DCWWDQBVITJIZY43EADYBGEMIX \
  | 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: 18ad61c03544d28ce39b200780988c45d910353bd75ab1744f22b768af813cd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e6eb7c5cdc5d339c2338e86f390df664523e017d4bdc4c813b514ec43b561ff",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-06-05T18:38:42Z",
    "title_canon_sha256": "7bd07572af659ab055a87f1cc262e699f73bcbd46a3eb3027f53bce40d10ee33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11871",
    "kind": "arxiv",
    "version": 2
  }
}