pith. sign in
Pith Number

pith:DUUM24J5

pith:2019:DUUM24J5YPP4KXOJC2AD7TXZIV
not attested not anchored not stored refs pending

Learning End-to-End Goal-Oriented Dialog with Maximal User Task Success and Minimal Human Agent Use

Janarthanan Rajendran, Jatin Ganhotra, Lazaros Polymenakos

arxiv:1907.07638 v1 · 2019-07-17 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DUUM24J5YPP4KXOJC2AD7TXZIV}

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 2026-05-17T23:40:21.485784Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1d28cd713dc3dfc55dc916803fcef9454e4428c9f2c9d2194175168f9afcdc82

Aliases

arxiv: 1907.07638 · arxiv_version: 1907.07638v1 · doi: 10.48550/arxiv.1907.07638 · pith_short_12: DUUM24J5YPP4 · pith_short_16: DUUM24J5YPP4KXOJ · pith_short_8: DUUM24J5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DUUM24J5YPP4KXOJC2AD7TXZIV \
  | 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: 1d28cd713dc3dfc55dc916803fcef9454e4428c9f2c9d2194175168f9afcdc82
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "696c1dc13b2b96e50c72d1add17c0c2ee43f4971b7a927ec833fa4793e81ee86",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-07-17T16:50:16Z",
    "title_canon_sha256": "43e3236aad05e166550c6be7af07aa3c0f6bad6390893185315169973ecd1164"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.07638",
    "kind": "arxiv",
    "version": 1
  }
}