Pith Number

pith:APMULXCG

pith:2020:APMULXCGHOJP2IRKNEPE4KUNSF

not attested not anchored not stored refs pending

Focus-Constrained Attention Mechanism for CVAE-based Response Generation

Bin Wang, Chen Wei, Jianwei Cui, Jiayi Zhang, Yanran Li, Zhi Cui

arxiv:2009.12102 v1 · 2020-09-25 · 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{APMULXCGHOJP2IRKNEPE4KUNSF}

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	2026-07-05T01:37:59.533382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03d945dc463b92fd222a691e4e2a8d9161673e952e6402c57734d9fde16fd6a2

Aliases

arxiv: 2009.12102 · arxiv_version: 2009.12102v1 · doi: 10.48550/arxiv.2009.12102 · pith_short_12: APMULXCGHOJP · pith_short_16: APMULXCGHOJP2IRK · pith_short_8: APMULXCG

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/APMULXCGHOJP2IRKNEPE4KUNSF \
  | 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: 03d945dc463b92fd222a691e4e2a8d9161673e952e6402c57734d9fde16fd6a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdc91b1ef1792d741cb78bfa3b4febda3a8f50deafb1c79a8efa7f7f74deeb2d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-09-25T09:38:59Z",
    "title_canon_sha256": "71185fdb5bc8b3c301738e6841cb3f9c238c79e3ebbe73cc3376ad321bd9c915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.12102",
    "kind": "arxiv",
    "version": 1
  }
}