Pith Number

pith:X2H5CT6L

pith:2023:X2H5CT6LQO7XJEXJIM6CPLH62Z

not attested not anchored not stored refs pending

A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare

Fang Wang, Haozhu Wang, Huixue Zhou, Mingchen Li, Rama Hoetzlein, Rui Zhang, Sicheng Zhou, Ying Liu, Yu Hou

arxiv:2310.18354 v1 · 2023-10-23 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2H5CT6LQO7XJEXJIM6CPLH62Z}

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.

Receipt and verification

First computed	2026-07-05T07:06:07.176421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be8fd14fcb83bf7492e9433c27acfed65230e6199ec16990c91db46ef747fa93

Aliases

arxiv: 2310.18354 · arxiv_version: 2310.18354v1 · doi: 10.48550/arxiv.2310.18354 · pith_short_12: X2H5CT6LQO7X · pith_short_16: X2H5CT6LQO7XJEXJ · pith_short_8: X2H5CT6L

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/X2H5CT6LQO7XJEXJIM6CPLH62Z \
  | 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: be8fd14fcb83bf7492e9433c27acfed65230e6199ec16990c91db46ef747fa93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "622072100aa44391baf132d140e212a35d03a65828c84cf2933c0d4ee94b3986",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-23T20:26:15Z",
    "title_canon_sha256": "942e3f070005755b6e4d5fe695dbb4b606180d29d48d77e46083dbd3885a94c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18354",
    "kind": "arxiv",
    "version": 1
  }
}