Pith Number

pith:VB5PAMDJ

pith:2024:VB5PAMDJJYLBH5F5HMDHSKYLR6

not attested not anchored not stored refs pending

Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health

Diego Reforgiato Recupero, Eirini Ntoutsi, Giacomo Medda, Pushpraj Singh Rajawat, Vivek Kumar

arxiv:2412.12981 v1 · 2024-12-17 · 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{VB5PAMDJJYLBH5F5HMDHSKYLR6}

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	2026-07-05T09:50:38.836383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a87af030694e1613f4bd3b06792b0b8f83d247acebb705d0eb2eeef2b57f334c

Aliases

arxiv: 2412.12981 · arxiv_version: 2412.12981v1 · doi: 10.48550/arxiv.2412.12981 · pith_short_12: VB5PAMDJJYLB · pith_short_16: VB5PAMDJJYLBH5F5 · pith_short_8: VB5PAMDJ

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/VB5PAMDJJYLBH5F5HMDHSKYLR6 \
  | 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: a87af030694e1613f4bd3b06792b0b8f83d247acebb705d0eb2eeef2b57f334c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bea32210a711e03af4aa81c30d774dac904e03b848b219df89c03ecda999d897",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T15:01:07Z",
    "title_canon_sha256": "6bf4d0a042815087ce62a3ff422d5414e02429ba4d4e9d53181de0180da40dbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12981",
    "kind": "arxiv",
    "version": 1
  }
}