Pith Number

pith:I4UKAJXV

pith:2024:I4UKAJXVHIEEGTES3NEPDLGTHQ

not attested not anchored not stored refs pending

Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models

Chen Qian, Dongrui Liu, Jie Zhang, Jing Shao, Wei Yao, Yong Liu, Yu Qiao, Zhenfei Yin

arxiv:2402.19465 v2 · 2024-02-29 · 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{I4UKAJXVHIEEGTES3NEPDLGTHQ}

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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.

Cited by

2 papers in Pith

When Probing Accuracy Saturates, Fragility Resolves: A Complementary Metric for LLM Pre-Training Analysis

From Parameter Dynamics to Risk Scoring : Quantifying Sample-Level Safety Degradation in LLM Fine-tuning

Receipt and verification

First computed	2026-07-05T09:01:30.529866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4728a026f53a08434c92db48f1acd33c12433b374caf767091d97181e69a8698

Aliases

arxiv: 2402.19465 · arxiv_version: 2402.19465v2 · doi: 10.48550/arxiv.2402.19465 · pith_short_12: I4UKAJXVHIEE · pith_short_16: I4UKAJXVHIEEGTES · pith_short_8: I4UKAJXV

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/I4UKAJXVHIEEGTES3NEPDLGTHQ \
  | 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: 4728a026f53a08434c92db48f1acd33c12433b374caf767091d97181e69a8698

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6da5f211420fe1147bd5c91fa1ddd580dc51bb2e842531bd86d7f725d0bc8d29",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-29T18:55:06Z",
    "title_canon_sha256": "46a0f2c939d5dd5160b3684ecaefec63a3493efb8edccabaad5de334f917d32e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.19465",
    "kind": "arxiv",
    "version": 2
  }
}