Pith Number

pith:YA6PRTFO

pith:2025:YA6PRTFOACGPTLSCIAIHSDUSZ3

not attested not anchored not stored refs pending

Assessing and Mitigating Data Memorization Risks in Fine-Tuned Large Language Models

Akshaya Balaji, Badrinath Ramakrishnan

arxiv:2508.14062 v1 · 2025-08-10 · 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{YA6PRTFOACGPTLSCIAIHSDUSZ3}

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	2026-07-05T11:56:24.188697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c03cf8ccae008cf9ae424010790e92cece6ed22aa9da9d8244ffb9cc0c9039f1

Aliases

arxiv: 2508.14062 · arxiv_version: 2508.14062v1 · doi: 10.48550/arxiv.2508.14062 · pith_short_12: YA6PRTFOACGP · pith_short_16: YA6PRTFOACGPTLSC · pith_short_8: YA6PRTFO

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/YA6PRTFOACGPTLSCIAIHSDUSZ3 \
  | 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: c03cf8ccae008cf9ae424010790e92cece6ed22aa9da9d8244ffb9cc0c9039f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a815fc45b6bc27223375ef6d56f4881d144c5d932f5ccb000feaf8c1cf2ef63a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-10T10:26:55Z",
    "title_canon_sha256": "744d232190ed12aa8daaed50dcd4c58d47cddf02a49629178ffe6ad53e2011df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14062",
    "kind": "arxiv",
    "version": 1
  }
}