Pith Number

pith:CNESJFSW

pith:2023:CNESJFSW5P5J5UEI7QNG4KYES4

not attested not anchored not stored refs pending

Meet in the Middle: A New Pre-training Paradigm

Anh Nguyen, Nikos Karampatziakis, Weizhu Chen

arxiv:2303.07295 v1 · 2023-03-13 · 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{CNESJFSW5P5J5UEI7QNG4KYES4}

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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

CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Receipt and verification

First computed	2026-07-05T05:50:34.654618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1349249656ebfa9ed088fc1a6e2b049729830c201223b215eb27faef2169f343

Aliases

arxiv: 2303.07295 · arxiv_version: 2303.07295v1 · doi: 10.48550/arxiv.2303.07295 · pith_short_12: CNESJFSW5P5J · pith_short_16: CNESJFSW5P5J5UEI · pith_short_8: CNESJFSW

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/CNESJFSW5P5J5UEI7QNG4KYES4 \
  | 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: 1349249656ebfa9ed088fc1a6e2b049729830c201223b215eb27faef2169f343

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd8670ce67a71d24731cc0ca873418a3d8dd0dc8ebe01a47a5c8936995bc20da",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-13T17:17:11Z",
    "title_canon_sha256": "cae9e2f2f042f04f5f2d64266c97877489e5b8b6d0934641fdbab22ca477394e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07295",
    "kind": "arxiv",
    "version": 1
  }
}