Pith Number

pith:INGTXCYZ

pith:2025:INGTXCYZGUTBI66DN7A63TIOZT

not attested not anchored not stored refs pending

Token-Level Logits Matter: A Closer Look at Speech Foundation Models for Ambiguous Emotion Recognition

Hong Jia, Jule Valendo Halim, Siyi Wang, Ting Dang

arxiv:2505.18484 v1 · 2025-05-24 · 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{INGTXCYZGUTBI66DN7A63TIOZT}

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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

1 paper in Pith

Beyond Scale: Small Language Models are Comparable to GPT-4 in Mental Health Understanding

Receipt and verification

First computed	2026-07-05T11:08:47.125851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

434d3b8b193526147bc36fc1edcd0eccdc46439ab3d6b368c832c0a590fdab46

Aliases

arxiv: 2505.18484 · arxiv_version: 2505.18484v1 · doi: 10.48550/arxiv.2505.18484 · pith_short_12: INGTXCYZGUTB · pith_short_16: INGTXCYZGUTBI66D · pith_short_8: INGTXCYZ

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/INGTXCYZGUTBI66DN7A63TIOZT \
  | 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: 434d3b8b193526147bc36fc1edcd0eccdc46439ab3d6b368c832c0a590fdab46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50bef0e49875d91c0dc50adbf418e564e03c29e29e2880468cf5d2b4cb4d73cc",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-05-24T03:16:21Z",
    "title_canon_sha256": "6843b86ae39375a99677cc5f0c6f2b37f2b97f22073882942d0282c5bc62ec22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18484",
    "kind": "arxiv",
    "version": 1
  }
}