Pith Number

pith:W4F4SZ2E

pith:2025:W4F4SZ2ETQWZLMT22NDZTYYIVE

not attested not anchored not stored refs pending

CSV-Decode: Certifiable Sub-Vocabulary Decoding for Efficient Large Language Model Inference

Ben Lengerich, Dong Liu, Haisheng Wang, Shu Wang, Yanxuan Yu

arxiv:2511.21702 v2 · 2025-11-16 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W4F4SZ2ETQWZLMT22NDZTYYIVE}

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	2026-07-28T01:22:25.517073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b70bc967449c2d95b27ad34799e308a91a9e891cdc81307d69eca9d2e050d033

Aliases

arxiv: 2511.21702 · arxiv_version: 2511.21702v2 · doi: 10.48550/arxiv.2511.21702 · pith_short_12: W4F4SZ2ETQWZ · pith_short_16: W4F4SZ2ETQWZLMT2 · pith_short_8: W4F4SZ2E

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/W4F4SZ2ETQWZLMT22NDZTYYIVE \
  | 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: b70bc967449c2d95b27ad34799e308a91a9e891cdc81307d69eca9d2e050d033

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28a308442513591ff3eb495265e13dc0282c4e4b9a81f990d9a8138bbd972c79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-16T14:02:41Z",
    "title_canon_sha256": "7337e1176f61a6898a6a0b0b2c18797e388a9ce8551a456b2a867fd70ba15eff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.21702",
    "kind": "arxiv",
    "version": 2
  }
}