Pith Number

pith:TZQ66MSG

pith:2025:TZQ66MSG2VIWLTKYIV34RNUZRW

not attested not anchored not stored refs pending

From Silent Signals to Natural Language: A Dual-Stage Transformer-LLM Approach

Nithyashree Sivasubramaniam

arxiv:2509.04507 v1 · 2025-09-02 · 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{TZQ66MSG2VIWLTKYIV34RNUZRW}

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	2026-07-05T12:05:24.260813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e61ef3246d55165cd584577c8b6998db459485393ef9dea035b66a7426b20a5

Aliases

arxiv: 2509.04507 · arxiv_version: 2509.04507v1 · doi: 10.48550/arxiv.2509.04507 · pith_short_12: TZQ66MSG2VIW · pith_short_16: TZQ66MSG2VIWLTKY · pith_short_8: TZQ66MSG

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/TZQ66MSG2VIWLTKYIV34RNUZRW \
  | 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: 9e61ef3246d55165cd584577c8b6998db459485393ef9dea035b66a7426b20a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e465c93e194609549a6026a66f73f86286ebcc2482c2bbd787524f713e20a985",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-02T16:13:29Z",
    "title_canon_sha256": "3a2b3f93478dca937f33973aa32b6bf67bb7140d442b141b7dcec471255ed136"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04507",
    "kind": "arxiv",
    "version": 1
  }
}