Pith Number

pith:4TG2TGAX

pith:2024:4TG2TGAXA2NX662TYU4Y6XEZ6P

not attested not anchored not stored refs pending

ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis

Jun Liu, Ming Li, Tianyu Qi, Xiangdi Meng, Yu He, Zeao Tu, Zihan Yao

arxiv:2412.14809 v3 · 2024-12-19 · 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{4TG2TGAXA2NX662TYU4Y6XEZ6P}

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	2026-07-05T10:04:58.951542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4cda99817069b7f7b53c5398f5c99f3f0edec7207dd0725669e2aca17fb7887

Aliases

arxiv: 2412.14809 · arxiv_version: 2412.14809v3 · doi: 10.48550/arxiv.2412.14809 · pith_short_12: 4TG2TGAXA2NX · pith_short_16: 4TG2TGAXA2NX662T · pith_short_8: 4TG2TGAX

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/4TG2TGAXA2NX662TYU4Y6XEZ6P \
  | 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: e4cda99817069b7f7b53c5398f5c99f3f0edec7207dd0725669e2aca17fb7887

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f08993424373e73f126b8d263bf314502f996f5be20c30357aeb8d405a8ac327",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T12:57:47Z",
    "title_canon_sha256": "53783b9b676cdec00c2b4dbb863f949c2784ae181e8f9c33da2e414b5d36205b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14809",
    "kind": "arxiv",
    "version": 3
  }
}