Pith Number

pith:2L6E424H

pith:2023:2L6E424HWZVMMMNR7EFWBSXEB7

not attested not anchored not stored refs pending

TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

Chenxi Sun, Hongyan Li, Shenda Hong, Yaliang Li

arxiv:2308.08241 v2 · 2023-08-16 · 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{2L6E424HWZVMMMNR7EFWBSXEB7}

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

LLM-Guided Task-Semantic Field Factorization for Industrial Process Forecasting

LLM-Guided Measurement Credibility Correction for Trustworthy Industrial Process Inference

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

Universal Time-Series Representation Learning: A Survey

Prototype-Guided Classification Sub-Task Decoupling Framework: Enhancing Generalization and Interpretability for Multivariate Time Series

Receipt and verification

First computed	2026-07-05T07:47:58.416352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2fc4e6b87b66ac631b1f90b60cae40ffb66841c4012d629a20ab77ec65dd682

Aliases

arxiv: 2308.08241 · arxiv_version: 2308.08241v2 · doi: 10.48550/arxiv.2308.08241 · pith_short_12: 2L6E424HWZVM · pith_short_16: 2L6E424HWZVMMMNR · pith_short_8: 2L6E424H

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/2L6E424HWZVMMMNR7EFWBSXEB7 \
  | 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: d2fc4e6b87b66ac631b1f90b60cae40ffb66841c4012d629a20ab77ec65dd682

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eab6f0e88b18f966a13c6248a1793dafac26925ca11ffea9a5d8adfacdd94e63",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-16T09:16:02Z",
    "title_canon_sha256": "2e34a7da5d8761772848404395258c9c26c05ebd6c6d743d1a6db201f138e2be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08241",
    "kind": "arxiv",
    "version": 2
  }
}