Pith Number

pith:ASAMY472

pith:2025:ASAMY472MDZ3K2YLEO73XOMVWW

not attested not anchored not stored refs pending

Fine-Tuning Causal LLMs for Text Classification: Embedding-Based vs. Instruction-Based Approaches

Amirhossein Yousefiramandi, Ciaran Cooney

arxiv:2512.12677 v2 · 2025-12-14 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ASAMY472MDZ3K2YLEO73XOMVWW}

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

Investigating Detection and Obfuscation of Prompt Injection Attacks Against Software Reverse Engineering AI Agents

Receipt and verification

First computed	2026-05-25T02:01:10.842431Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0480cc73fa60f3b56b0b23bfbbb995b5a627cbc09dca28b4c1532858135fb896

Aliases

arxiv: 2512.12677 · arxiv_version: 2512.12677v2 · doi: 10.48550/arxiv.2512.12677 · pith_short_12: ASAMY472MDZ3 · pith_short_16: ASAMY472MDZ3K2YL · pith_short_8: ASAMY472

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/ASAMY472MDZ3K2YLEO73XOMVWW \
  | 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: 0480cc73fa60f3b56b0b23bfbbb995b5a627cbc09dca28b4c1532858135fb896

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcf6e6008a93594f127c6e2271ce0bd22b7f2e3b8cd02cb969dca5b8414ea48d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-12-14T13:02:06Z",
    "title_canon_sha256": "07b4f42c7c7fd67c6a94237c3a92cf0901ce57aeedb5c677ba14ec68852938c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.12677",
    "kind": "arxiv",
    "version": 2
  }
}