Pith Number

pith:NWEUYEO2

pith:2024:NWEUYEO2WSZE2KMLLP3VYZBWL2

not attested not anchored not stored refs pending

Beyond Memorization: The Challenge of Random Memory Access in Language Models

Liang Pang, Min Lin, Min-Yen Kan, Qian Liu, Tongyao Zhu, Zhengbao Jiang

arxiv:2403.07805 v3 · 2024-03-12 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NWEUYEO2WSZE2KMLLP3VYZBWL2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T08:46:53.750133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d894c11dab4b24d298b5bf75c64365e881556fd36e5514074145a957841df4a

Aliases

arxiv: 2403.07805 · arxiv_version: 2403.07805v3 · doi: 10.48550/arxiv.2403.07805 · pith_short_12: NWEUYEO2WSZE · pith_short_16: NWEUYEO2WSZE2KML · pith_short_8: NWEUYEO2

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/NWEUYEO2WSZE2KMLLP3VYZBWL2 \
  | 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: 6d894c11dab4b24d298b5bf75c64365e881556fd36e5514074145a957841df4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0df0196990a226242a4f8c9797b077bf17c91dfbc7e6a6969409a70f3eeb0752",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-12T16:42:44Z",
    "title_canon_sha256": "92ee72c03158b8fad93278e8b2105ae497716bc2c29b1cedd7e8b368529ca4df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07805",
    "kind": "arxiv",
    "version": 3
  }
}