Pith Number

pith:XD33UMD5

pith:2022:XD33UMD5BPLNIW2G4AVHAGKTU5

not attested not anchored not stored refs pending

CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning

Justin Fu, Mengjiao Yang, Sergey Levine, Siddharth Verma

arxiv:2204.08426 v1 · 2022-04-18 · 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{XD33UMD5BPLNIW2G4AVHAGKTU5}

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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

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:15:25.992612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8f7ba307d0bd6d45b46e02a701953a76a16fda1ea84112c700d50984ef5bbe0

Aliases

arxiv: 2204.08426 · arxiv_version: 2204.08426v1 · doi: 10.48550/arxiv.2204.08426 · pith_short_12: XD33UMD5BPLN · pith_short_16: XD33UMD5BPLNIW2G · pith_short_8: XD33UMD5

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/XD33UMD5BPLNIW2G4AVHAGKTU5 \
  | 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: b8f7ba307d0bd6d45b46e02a701953a76a16fda1ea84112c700d50984ef5bbe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d213c3c86b2205df7bacd86d6634e51e9b72229fb3383bee909848d9745d2b1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-18T17:43:21Z",
    "title_canon_sha256": "af406eae9b6aa1687b7dcae0a5c51d273fd2c7aaffb3853b7a6f4857f727fd2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.08426",
    "kind": "arxiv",
    "version": 1
  }
}