Pith Number

pith:5OKDIZC7

pith:2024:5OKDIZC77Y522UIFFXAIKO5ZO4

not attested not anchored not stored refs pending

Training-Free Long-Context Scaling of Large Language Models

Chang Zhou, Chenxin An, Fei Huang, Jun Zhang, Lingpeng Kong, Shansan Gong, Xipeng Qiu

arxiv:2402.17463 v2 · 2024-02-27 · cs.CL

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\usepackage{pith}
\pithnumber{5OKDIZC77Y522UIFFXAIKO5ZO4}

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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

9 papers in Pith

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MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent

Receipt and verification

First computed	2026-07-05T08:24:24.183399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb9434645ffe3bad51052dc0853bb9771e2de1f312dd4ccbe78d69a2fb1fa027

Aliases

arxiv: 2402.17463 · arxiv_version: 2402.17463v2 · doi: 10.48550/arxiv.2402.17463 · pith_short_12: 5OKDIZC77Y52 · pith_short_16: 5OKDIZC77Y522UIF · pith_short_8: 5OKDIZC7

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/5OKDIZC77Y522UIFFXAIKO5ZO4 \
  | 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: eb9434645ffe3bad51052dc0853bb9771e2de1f312dd4ccbe78d69a2fb1fa027

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f96296e894849bbdb0259477b05ba9a92fd5099d853f476103d95f5a71cdbf7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-27T12:39:23Z",
    "title_canon_sha256": "47ab3b0acef92d0d08aac7babe79ccb6a7d7d340f3e7f42cf6108a5b71d53f17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17463",
    "kind": "arxiv",
    "version": 2
  }
}