Pith Number

pith:NES2NJOU

pith:2025:NES2NJOUEQWFYARCUFJDOVTYQE

not attested not anchored not stored refs pending

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

Feng Xia, Hong Jia, Shiya Fu, Ting Dang, Vassilis Kostakos

arxiv:2507.08031 v2 · 2025-07-09 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NES2NJOUEQWFYARCUFJDOVTYQE}

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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

Titans-as-a-Layer: Test-Time Memory for Conversational Speech Emotion Recognition

Receipt and verification

First computed	2026-07-05T11:36:35.318972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6925a6a5d4242c5c0222a152375678812b91a1f1dd194ed92eec4a87506eaaaa

Aliases

arxiv: 2507.08031 · arxiv_version: 2507.08031v2 · doi: 10.48550/arxiv.2507.08031 · pith_short_12: NES2NJOUEQWF · pith_short_16: NES2NJOUEQWFYARC · pith_short_8: NES2NJOU

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/NES2NJOUEQWFYARCUFJDOVTYQE \
  | 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: 6925a6a5d4242c5c0222a152375678812b91a1f1dd194ed92eec4a87506eaaaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6744d60ba04dd8438640ba6a4ab48536766051cecd45519b919bc782609be7d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-09T02:40:02Z",
    "title_canon_sha256": "bd0dd437187715d89e100b657bedaa49636e8f892fe7a2bcb9ceb198b5877217"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08031",
    "kind": "arxiv",
    "version": 2
  }
}