Pith. sign in
Pith Number

pith:7M6OENMC

pith:2019:7M6OENMC6G2LKVTVPPKFDICVZK
not attested not anchored not stored refs pending

Topic-aware chatbot using Recurrent Neural Networks and Nonnegative Matrix Factorization

Deanna Needell, Hanbaek Lyu, Henry Sojico, Jiahao Qu, Nicholas Hanoian, Nicholas Liskij, Yuchen Guo, Yuliang Wang, Zhenhong Zou, Zhexiao Lin, Zhe Xiong

arxiv:1912.00315 v2 · 2019-12-01 · cs.CL · cs.LG · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7M6OENMC6G2LKVTVPPKFDICVZK}

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 2026-07-05T00:23:52.334908Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb3ce23582f1b4b556757bd451a055ca9bd237c83c2a0abb24f1b10fd9817e05

Aliases

arxiv: 1912.00315 · arxiv_version: 1912.00315v2 · doi: 10.48550/arxiv.1912.00315 · pith_short_12: 7M6OENMC6G2L · pith_short_16: 7M6OENMC6G2LKVTV · pith_short_8: 7M6OENMC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7M6OENMC6G2LKVTVPPKFDICVZK \
  | 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: fb3ce23582f1b4b556757bd451a055ca9bd237c83c2a0abb24f1b10fd9817e05
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "02dbef79525ceb030b4084dd78990327a667f02a0045fc40b4cf078c13f1322c",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-12-01T04:22:51Z",
    "title_canon_sha256": "29f7ec4c5ae6ab4466d299e939ba9da0cfbd5025f2f8ef448984564609132726"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.00315",
    "kind": "arxiv",
    "version": 2
  }
}