Pith Number

pith:F2VX2NI7

pith:2019:F2VX2NI7S3YZW7RJAGK3TMV6LQ

not attested not anchored not stored refs pending

Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning

Alexandros Papangelis, Gokhan Tur, Piero Molino, Yi-Chia Wang

arxiv:1907.05507 v2 · 2019-07-11 · cs.HC · 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{F2VX2NI7S3YZW7RJAGK3TMV6LQ}

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	2026-05-17T23:39:39.250724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2eab7d351f96f19b7e290195b9b2be5c215aa208141994f07fff44344d8199ff

Aliases

arxiv: 1907.05507 · arxiv_version: 1907.05507v2 · doi: 10.48550/arxiv.1907.05507 · pith_short_12: F2VX2NI7S3YZ · pith_short_16: F2VX2NI7S3YZW7RJ · pith_short_8: F2VX2NI7

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/F2VX2NI7S3YZW7RJAGK3TMV6LQ \
  | 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: 2eab7d351f96f19b7e290195b9b2be5c215aa208141994f07fff44344d8199ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "361f781843345eed62a87efb6538fe7cc2ea7ffa70efa8f5152a975a81da8f85",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2019-07-11T22:05:48Z",
    "title_canon_sha256": "94b09f85a0b04193f23952b40d2bf6f78fe49d6d8b78fdf4025168754194b8f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.05507",
    "kind": "arxiv",
    "version": 2
  }
}