Pith Number

pith:SNDHU6XK

pith:2025:SNDHU6XKKHJCX5UYQUNOMO5VQT

not attested not anchored not stored refs pending

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest

Amirhossein Dabiriaghdam, Mohammadreza Bakhtiari, Shayan Vassef, Yadollah Yaghoobzadeh

arxiv:2507.15236 v1 · 2025-07-21 · 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{SNDHU6XKKHJCX5UYQUNOMO5VQT}

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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.

Receipt and verification

First computed	2026-07-05T11:40:20.764446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93467a7aea51d22bf698851ae63bb584e3b349f8a27ea9ca0d9664232b23763f

Aliases

arxiv: 2507.15236 · arxiv_version: 2507.15236v1 · doi: 10.48550/arxiv.2507.15236 · pith_short_12: SNDHU6XKKHJC · pith_short_16: SNDHU6XKKHJCX5UY · pith_short_8: SNDHU6XK

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/SNDHU6XKKHJCX5UYQUNOMO5VQT \
  | 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: 93467a7aea51d22bf698851ae63bb584e3b349f8a27ea9ca0d9664232b23763f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7db41581b632845a8ffcce5461cc6ae7253a9bd47345a00e2e4fda25ac9cb7f1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-21T04:43:21Z",
    "title_canon_sha256": "a189de23a6c7918a62b25b2719a6e60f70f3d641ccdf15d6f72f0316cf5ba7ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15236",
    "kind": "arxiv",
    "version": 1
  }
}