Pith Number

pith:5HFLHMFR

pith:2023:5HFLHMFRDY2DJRVSZZPO32U6VI

not attested not anchored not stored refs pending

Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey

Hao Chen, Jingwei Xu, Junyu Lai, Lijuan Yang, Penghao Zhao, Shupeng Li, Taolue Chen, Xiaoxing Ma, Yuan Yao, Yunpeng Huang, Zenan Li, Zixu Jiang

arxiv:2311.12351 v2 · 2023-11-21 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{5HFLHMFRDY2DJRVSZZPO32U6VI}

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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

3 papers in Pith

PARTREP: Learning What to Repeat for Decoder-only LLMs

CHEM: Estimating and Understanding Hallucinations in Deep Learning for Image Processing

A Survey on the Memory Mechanism of Large Language Model based Agents

Receipt and verification

First computed	2026-07-05T07:48:50.415017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9cab3b0b11e3434c6b2ce5eedea9eaa31f66e6d822144701fb2c78af33cd981

Aliases

arxiv: 2311.12351 · arxiv_version: 2311.12351v2 · doi: 10.48550/arxiv.2311.12351 · pith_short_12: 5HFLHMFRDY2D · pith_short_16: 5HFLHMFRDY2DJRVS · pith_short_8: 5HFLHMFR

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/5HFLHMFRDY2DJRVSZZPO32U6VI \
  | 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: e9cab3b0b11e3434c6b2ce5eedea9eaa31f66e6d822144701fb2c78af33cd981

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea4a5d4799bd99eb56f33e556b0bae36a83e4f89437ac5ed5c4a007da03187ed",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-21T04:59:17Z",
    "title_canon_sha256": "bab6629cb6de884d8c27d1dde64583a50b07afcc76a578a203b1f60206dcb862"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12351",
    "kind": "arxiv",
    "version": 2
  }
}