Pith Number

pith:NVBIZRJ3

pith:2025:NVBIZRJ3NC7YCCSG5XW5POQKAS

not attested not anchored not stored refs pending

Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency

Ehsan Doostmohammadi, Marco Kuhlmann

arxiv:2505.14309 v1 · 2025-05-20 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVBIZRJ3NC7YCCSG5XW5POQKAS}

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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

A Survey of Context Engineering for Large Language Models

Receipt and verification

First computed	2026-07-05T11:05:59.428355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d428cc53b68bf810a46ededd7ba0a04a7c9badde6c2bcef2050c431a7a44ae0

Aliases

arxiv: 2505.14309 · arxiv_version: 2505.14309v1 · doi: 10.48550/arxiv.2505.14309 · pith_short_12: NVBIZRJ3NC7Y · pith_short_16: NVBIZRJ3NC7YCCSG · pith_short_8: NVBIZRJ3

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/NVBIZRJ3NC7YCCSG5XW5POQKAS \
  | 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: 6d428cc53b68bf810a46ededd7ba0a04a7c9badde6c2bcef2050c431a7a44ae0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea40e18c1b43c6a8bcd13ef81eb87ac3bac023deee5581dac95da76099bc2ed5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-20T12:58:07Z",
    "title_canon_sha256": "a11b7b1912c5d757d132f0677fd381a02562def32848f1d1f90fcd4bf409d988"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14309",
    "kind": "arxiv",
    "version": 1
  }
}