Pith Number

pith:KSIZCRJD

pith:2023:KSIZCRJD2K6W5PIJ6GTXUJ6GV5

not attested not anchored not stored refs pending

Zoology: Measuring and Improving Recall in Efficient Language Models

Aman Timalsina, Atri Rudra, Christopher R\'e, Isys Johnson, James Zou, Michael Poli, Sabri Eyuboglu, Simran Arora

arxiv:2312.04927 v1 · 2023-12-08 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSIZCRJD2K6W5PIJ6GTXUJ6GV5}

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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

18 papers in Pith

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Memory by Design: Probabilistic Sequence Layers

Receipt and verification

First computed	2026-07-05T07:21:54.505008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5491914523d2bd6ebd09f1a77a27c6af76ba5c7b20e31e78e5c0d877e9af8f7d

Aliases

arxiv: 2312.04927 · arxiv_version: 2312.04927v1 · doi: 10.48550/arxiv.2312.04927 · pith_short_12: KSIZCRJD2K6W · pith_short_16: KSIZCRJD2K6W5PIJ · pith_short_8: KSIZCRJD

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/KSIZCRJD2K6W5PIJ6GTXUJ6GV5 \
  | 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: 5491914523d2bd6ebd09f1a77a27c6af76ba5c7b20e31e78e5c0d877e9af8f7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cd007406634ab13a4857342668f582a28f872010a6e622384925fa49abbfc00",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-08T09:44:25Z",
    "title_canon_sha256": "d22562221fabf3f7b202b1ea2e4f1abbfd1b79a30c4dafded3c272fb8ef9e5b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04927",
    "kind": "arxiv",
    "version": 1
  }
}