Pith Number

pith:FTJMDNAK

pith:2025:FTJMDNAKIAIK3CKEMK72YM3J7H

not attested not anchored not stored refs pending

Learning Beyond the Surface: How Far Can Continual Pre-Training with LoRA Enhance LLMs' Domain-Specific Insight Learning?

Estevam Hruschka, Pouya Pezeshkpour

arxiv:2501.17840 v1 · 2025-01-29 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FTJMDNAKIAIK3CKEMK72YM3J7H}

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.

Cited by

1 paper in Pith

Train, Retrieve, or Both? A Four-Arm Head-to-Head for Correct Statutory Citation on the Ontario Residential Tenancies Act

Receipt and verification

First computed	2026-07-05T10:06:58.874910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cd2c1b40a4010ad894462bfac3369f9f728ac1f54ee869ad58886c8e0972ca9

Aliases

arxiv: 2501.17840 · arxiv_version: 2501.17840v1 · doi: 10.48550/arxiv.2501.17840 · pith_short_12: FTJMDNAKIAIK · pith_short_16: FTJMDNAKIAIK3CKE · pith_short_8: FTJMDNAK

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/FTJMDNAKIAIK3CKEMK72YM3J7H \
  | 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: 2cd2c1b40a4010ad894462bfac3369f9f728ac1f54ee869ad58886c8e0972ca9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "467a3341b09336b6d2db434d54431059e82f537d9362de07b8cf9f1716f8dcbc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-29T18:40:32Z",
    "title_canon_sha256": "62761c98d5c427acb88e90913567a4c01f9f236c00eed81f5251f861fe65d497"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17840",
    "kind": "arxiv",
    "version": 1
  }
}