Pith Number

pith:PL62MMYW

pith:2019:PL62MMYWEW6ODTPBC2L7WNBY6D

not attested not anchored not stored refs pending

Improving Conditioning in Context-Aware Sequence to Sequence Models

Jason Weston, Michael Auli, Xinyi Wang, Yacine Jernite

arxiv:1911.09728 v1 · 2019-11-21 · cs.CL · 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{PL62MMYWEW6ODTPBC2L7WNBY6D}

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.

Cited by

1 paper in Pith

Structures Facilitate Retrieve, Rerank, and Generate

Receipt and verification

First computed	2026-07-05T00:21:17.194924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7afda6331625bce1cde11697fb3438f0cb6f6976d239c692a6f098a3f5dd7c40

Aliases

arxiv: 1911.09728 · arxiv_version: 1911.09728v1 · doi: 10.48550/arxiv.1911.09728 · pith_short_12: PL62MMYWEW6O · pith_short_16: PL62MMYWEW6ODTPB · pith_short_8: PL62MMYW

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/PL62MMYWEW6ODTPBC2L7WNBY6D \
  | 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: 7afda6331625bce1cde11697fb3438f0cb6f6976d239c692a6f098a3f5dd7c40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f2270bd10a219263a01e34c8dc8eed45d353689b299b83d33401a1b929e59b6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-11-21T20:01:46Z",
    "title_canon_sha256": "fcad9f6728973c45947e86847b62ab535ba3b982cdfb1ec3a4f10ba816d2cc2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.09728",
    "kind": "arxiv",
    "version": 1
  }
}