Pith Number

pith:M6VYR4ZH

pith:2024:M6VYR4ZH2CBGRCJMEX3WRBG4UE

not attested not anchored not stored refs pending

TSPE: Task-Specific Prompt Ensemble for Improved Zero-Shot Audio Classification

Ashish Seth, Dinesh Manocha, Nishit Anand, Ramani Duraiswami

arxiv:2501.00398 v2 · 2024-12-31 · cs.SD · cs.AI · cs.CL · cs.LG · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6VYR4ZH2CBGRCJMEX3WRBG4UE}

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	2026-07-05T10:43:42.569698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67ab88f327d08268892c25f76884dca10f6e04e05d0157a8505e876060ccf1d2

Aliases

arxiv: 2501.00398 · arxiv_version: 2501.00398v2 · doi: 10.48550/arxiv.2501.00398 · pith_short_12: M6VYR4ZH2CBG · pith_short_16: M6VYR4ZH2CBGRCJM · pith_short_8: M6VYR4ZH

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/M6VYR4ZH2CBGRCJMEX3WRBG4UE \
  | 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: 67ab88f327d08268892c25f76884dca10f6e04e05d0157a8505e876060ccf1d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bd62b4331d114229278d6cbb5c7c707c0df4c1d999a0b8423dc1afce41b75c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-12-31T11:27:17Z",
    "title_canon_sha256": "fb007957d93063631d75c061fd5ef641e652a3ecdb706b2675a2b82b292ab972"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00398",
    "kind": "arxiv",
    "version": 2
  }
}