Pith Number

pith:KLEEZOUV

pith:2022:KLEEZOUVWP3BMHPPJFMZZWYVYV

not attested not anchored not stored refs pending

Learning to Generate Prompts for Dialogue Generation through Reinforcement Learning

Chung Ho Lam, Hsuan Su, Hung-yi Lee, Pohan Chi, Saurav Sahay, Shang-Tse Chen, Shih-Cheng Huang

arxiv:2206.03931 v3 · 2022-06-08 · cs.CL · cs.AI · 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{KLEEZOUVWP3BMHPPJFMZZWYVYV}

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	2026-07-05T05:06:12.809222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52c84cba95b3f6161def49599cdb15c554c6764a475346dff619d3b20819a9c7

Aliases

arxiv: 2206.03931 · arxiv_version: 2206.03931v3 · doi: 10.48550/arxiv.2206.03931 · pith_short_12: KLEEZOUVWP3B · pith_short_16: KLEEZOUVWP3BMHPP · pith_short_8: KLEEZOUV

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/KLEEZOUVWP3BMHPPJFMZZWYVYV \
  | 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: 52c84cba95b3f6161def49599cdb15c554c6764a475346dff619d3b20819a9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "928a671ee70af7a2d839b347736236712bb948b0fc5a3ca7239a88e39ce44596",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-06-08T14:48:06Z",
    "title_canon_sha256": "6daf359980b52d69cf5a7725a1984420f381220ddd2610658e66346f83052fcd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03931",
    "kind": "arxiv",
    "version": 3
  }
}