Pith Number

pith:AK2SSQYM

pith:2024:AK2SSQYMOQ3EY3EW5MA2VHQVQC

not attested not anchored not stored refs pending

A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts

Hao Peng, Jiawei Han, Suyu Ge, Xihui Lin, Yunan Zhang

arxiv:2410.01485 v2 · 2024-10-02 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AK2SSQYMOQ3EY3EW5MA2VHQVQC}

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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

1 paper in Pith

LightTransfer: Your Long-Context LLM is Secretly a Hybrid Model with Effortless Adaptation

Receipt and verification

First computed	2026-07-05T09:44:53.735618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b529430c74364c6c96eb01aa9e15808a51b4c575f052cc59708fb0a3785275

Aliases

arxiv: 2410.01485 · arxiv_version: 2410.01485v2 · doi: 10.48550/arxiv.2410.01485 · pith_short_12: AK2SSQYMOQ3E · pith_short_16: AK2SSQYMOQ3EY3EW · pith_short_8: AK2SSQYM

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/AK2SSQYMOQ3EY3EW5MA2VHQVQC \
  | 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: 02b529430c74364c6c96eb01aa9e15808a51b4c575f052cc59708fb0a3785275

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a688e15f56dcf627c708ba117de3430a49f0bbdd7ee1f03d4340670474c9206d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T12:35:53Z",
    "title_canon_sha256": "5e4e4615d2a0b2bb460335a58a4314bdfc06c470e4dac66192fd47129718bc34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01485",
    "kind": "arxiv",
    "version": 2
  }
}