Pith Number

pith:IMJYCWRC

pith:2025:IMJYCWRCUXFXKNKTD2SOL6NG3V

not attested not anchored not stored refs pending

Chronologically Consistent Large Language Models

Asaf Manela, Jimmy Wu, Linying Lv, Songrun He

arxiv:2502.21206 v3 · 2025-02-28 · q-fin.GN · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IMJYCWRCUXFXKNKTD2SOL6NG3V}

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

6 papers in Pith

Forecasting With LLMs: Improved Generalization Through Feature Steering

Streaming Knowledge Compilation: Proactive Materiality-Scored Pinning for Time-Evolving LLM Wikis

Supply Chain Propagation of Textual Signals: LLM Embeddings and Cross-Sectional Return Predictability

Debiasing LLMs by Fine-tuning

From Hypotheses to Factors: Constrained LLM Agents in Cryptocurrency Markets

Receipt and verification

First computed	2026-07-05T11:32:25.585003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4313815a22a5cb7535531ea4e5f9a6dd64a7fe899faaac18fbf5c941c509e620

Aliases

arxiv: 2502.21206 · arxiv_version: 2502.21206v3 · doi: 10.48550/arxiv.2502.21206 · pith_short_12: IMJYCWRCUXFX · pith_short_16: IMJYCWRCUXFXKNKT · pith_short_8: IMJYCWRC

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/IMJYCWRCUXFXKNKTD2SOL6NG3V \
  | 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: 4313815a22a5cb7535531ea4e5f9a6dd64a7fe899faaac18fbf5c941c509e620

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3887b757bcdcddb15e7fe93de52e952ec54af2ede43c25bf7e72972c09890a84",
    "cross_cats_sorted": [
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2025-02-28T16:25:50Z",
    "title_canon_sha256": "7ac2dbd584de26f54746a2fb77acb724c8450f12f4ba8896ed9b38d5c542151c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.21206",
    "kind": "arxiv",
    "version": 3
  }
}