Pith Number

pith:APIIOHKJ

pith:2023:APIIOHKJVBV2H3NQOZQP4ZTQ3H

not attested not anchored not stored refs pending

Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding

Ambuj Mehrish, Amir Zadeh, Navonil Majumder, Rada Mihalcea, Rishabh Bhardwaj, Shuai Zhao, Soujanya Poria, Yingting Li

arxiv:2303.03267 v1 · 2023-03-02 · cs.CL · cs.SD · 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{APIIOHKJVBV2H3NQOZQP4ZTQ3H}

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	2026-07-05T05:48:27.697493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03d0871d49a86ba3edb07660fe6670d9c5cd87916ec9aa6fa2f2feb2a9da2ba7

Aliases

arxiv: 2303.03267 · arxiv_version: 2303.03267v1 · doi: 10.48550/arxiv.2303.03267 · pith_short_12: APIIOHKJVBV2 · pith_short_16: APIIOHKJVBV2H3NQ · pith_short_8: APIIOHKJ

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/APIIOHKJVBV2H3NQOZQP4ZTQ3H \
  | 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: 03d0871d49a86ba3edb07660fe6670d9c5cd87916ec9aa6fa2f2feb2a9da2ba7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbe589b130dd958b7835ea141202477fe4e1d1311ef8b007a2464b6b20fc1860",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-02T08:57:33Z",
    "title_canon_sha256": "2fb498f53a8ff7010fb1d7e139775667b7943c062f5ee2e81dc05158cae0b979"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03267",
    "kind": "arxiv",
    "version": 1
  }
}