Pith Number

pith:FV6BMPRK

pith:2023:FV6BMPRKZQFG4IIMKUDHVYKNSF

not attested not anchored not stored refs pending

LongNet: Scaling Transformers to 1,000,000,000 Tokens

Furu Wei, Jiayu Ding, Li Dong, Nanning Zheng, Shaohan Huang, Shuming Ma, Wenhui Wang, Xingxing Zhang

arxiv:2307.02486 v2 · 2023-07-05 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{FV6BMPRKZQFG4IIMKUDHVYKNSF}

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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

27 papers in Pith

Transformer-Based Language Models Across Domain Verticals: Architectures, Applications and Critical Assessment

Vortex: Efficient and Programmable Sparse Attention Serving for AI Agents

Locality Does Not Imply Reachability: Boundary Repair in Block-Sparse Causal Attention

Depth-Staggered Fibonacci Spacing for Sparse Attention: Static Schedules Beat Learned Dilation and Extrapolate Where Dense Attention Fails

MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers

Receipt and verification

First computed	2026-07-05T06:32:40.228099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d7c163e2acc0a6e210c55067ae14d91786fb7d56bf1f5db240843dc58a52eb4

Aliases

arxiv: 2307.02486 · arxiv_version: 2307.02486v2 · doi: 10.48550/arxiv.2307.02486 · pith_short_12: FV6BMPRKZQFG · pith_short_16: FV6BMPRKZQFG4IIM · pith_short_8: FV6BMPRK

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/FV6BMPRKZQFG4IIMKUDHVYKNSF \
  | 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: 2d7c163e2acc0a6e210c55067ae14d91786fb7d56bf1f5db240843dc58a52eb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6721b45842cea923d7b18d4eea3082d03b8da895b61faccfe72cd53783f91118",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-05T17:59:38Z",
    "title_canon_sha256": "1396a5771b9f0c94afb9df6cb140ad2bcc9cd0568e671236fdc01f20159c70bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02486",
    "kind": "arxiv",
    "version": 2
  }
}