Pith Number

pith:PVGV4UA7

pith:2021:PVGV4UA7NT7RNWGPEXIWZNHVX5

not attested not anchored not stored refs pending

Characterizing and addressing the issue of oversmoothing in neural autoregressive sequence modeling

Ilia Kulikov, Kyunghyun Cho, Maksim Eremeev

arxiv:2112.08914 v2 · 2021-12-16 · cs.LG · 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{PVGV4UA7NT7RNWGPEXIWZNHVX5}

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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

The Devil is in the EOS: Sequence Training for Detailed Image Captioning

Receipt and verification

First computed	2026-07-05T03:43:06.777064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d4d5e501f6cff16d8cf25d16cb4f5bf7fee62817526104bb28a125434f5ee35

Aliases

arxiv: 2112.08914 · arxiv_version: 2112.08914v2 · doi: 10.48550/arxiv.2112.08914 · pith_short_12: PVGV4UA7NT7R · pith_short_16: PVGV4UA7NT7RNWGP · pith_short_8: PVGV4UA7

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/PVGV4UA7NT7RNWGPEXIWZNHVX5 \
  | 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: 7d4d5e501f6cff16d8cf25d16cb4f5bf7fee62817526104bb28a125434f5ee35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fb880f2b8ee529bb93d27331643b8f4c5acc74bc3f8df6a6decfb3f3df4c352",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-16T14:33:12Z",
    "title_canon_sha256": "319f14756cf5978fb4a9a35960e8af296c36b21632b65f27650629e612e48066"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08914",
    "kind": "arxiv",
    "version": 2
  }
}