Pith Number

pith:ZNTSSRUP

pith:2022:ZNTSSRUP3Z5ZJ35D62FAHCI344

not attested not anchored not stored refs pending

SeqDiffuSeq: Text Diffusion with Encoder-Decoder Transformers

Chuanqi Tan, Fei Huang, Hongyi Yuan, Songfang Huang, Zheng Yuan

arxiv:2212.10325 v5 · 2022-12-20 · 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{ZNTSSRUP3Z5ZJ35D62FAHCI344}

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

6 papers in Pith

Posterior Refinement: Fast Language Generation via Any-Order Flow Maps

Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation

Forward-Learned Discrete Diffusion: Learning how to noise to denoise faster

How to Train Your Latent Diffusion Language Model Jointly With the Latent Space

Dataset-Level Metrics Attenuate Non-Determinism: A Fine-Grained Non-Determinism Evaluation in Diffusion Language Models

Receipt and verification

First computed	2026-07-05T06:12:23.407226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb6729468fde7b94efa3f68a03891be711b0aa5db4bb086da843912a53f4f114

Aliases

arxiv: 2212.10325 · arxiv_version: 2212.10325v5 · doi: 10.48550/arxiv.2212.10325 · pith_short_12: ZNTSSRUP3Z5Z · pith_short_16: ZNTSSRUP3Z5ZJ35D · pith_short_8: ZNTSSRUP

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/ZNTSSRUP3Z5ZJ35D62FAHCI344 \
  | 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: cb6729468fde7b94efa3f68a03891be711b0aa5db4bb086da843912a53f4f114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7118339604a513a425fbe8c0f7cc2d57b12d48642bd6237d1495562b8659808",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T15:16:24Z",
    "title_canon_sha256": "4b1aadd07c145058651cddd6a689fec944f0d796fe5f80e9b17cb46fde065e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10325",
    "kind": "arxiv",
    "version": 5
  }
}