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Pith Number

pith:HD4RXF72

pith:2024:HD4RXF725JG4IRGIM6A7L44IS4
not attested not anchored not stored refs pending

What is Wrong with Perplexity for Long-context Language Modeling?

Bolin Ding, Chenheng Zhang, Jinyang Gao, Lizhe Fang, Stefanie Jegelka, Yifei Wang, Yisen Wang, Zhaoyang Liu

arxiv:2410.23771 v5 · 2024-10-31 · cs.CL · cs.LG

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{HD4RXF725JG4IRGIM6A7L44IS4}

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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

7 papers in Pith

How Data Shapes RoPE Frequency Usage: From Positional Scale Matching to Length Generalization
Pretraining Recurrent Networks without Recurrence
Gated KalmaNet: A Fading Memory Layer Through Test-Time Ridge Regression
Understanding the Performance Plateau in Text-to-Video Retrieval: A Comprehensive Empirical and Linguistic Analysis
Where Does Long-Context Supervision Actually Go? Effective-Context Exposure Balancing
Receipt and verification
First computed 2026-07-05T11:43:58.209613Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

38f91b97faea4dc444c86781f5f388971d1d83a2452eb4760cd3c8c4d402bec1

Aliases

arxiv: 2410.23771 · arxiv_version: 2410.23771v5 · doi: 10.48550/arxiv.2410.23771 · pith_short_12: HD4RXF725JG4 · pith_short_16: HD4RXF725JG4IRGI · pith_short_8: HD4RXF72
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/HD4RXF725JG4IRGIM6A7L44IS4 \
  | 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: 38f91b97faea4dc444c86781f5f388971d1d83a2452eb4760cd3c8c4d402bec1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "70dd267adba85bdfd320d3385cc6f2f77eea004f0696a653b659a04207e61ac7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-31T09:39:28Z",
    "title_canon_sha256": "8ef50b278a04c7c854e23faecafed8933a611c3f7a62033f0e54877377852279"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23771",
    "kind": "arxiv",
    "version": 5
  }
}