Pith Number

pith:5SHE4Q6M

pith:2024:5SHE4Q6MECFRPPB4OD6FK47K46

not attested not anchored not stored refs pending

Retrieval-Enhanced Machine Learning: Synthesis and Opportunities

Alireza Salemi, Andrew Drozdov, Fernando Diaz, Hamed Zamani, To Eun Kim

arxiv:2407.12982 v2 · 2024-07-17 · cs.LG · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5SHE4Q6MECFRPPB4OD6FK47K46}

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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

LTRR: Learning To Rank Retrievers for LLMs

Receipt and verification

First computed	2026-07-05T09:22:41.357466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec8e4e43cc208b17bc3c70fc5573eae78cf88746f9c1d194523af1457494671f

Aliases

arxiv: 2407.12982 · arxiv_version: 2407.12982v2 · doi: 10.48550/arxiv.2407.12982 · pith_short_12: 5SHE4Q6MECFR · pith_short_16: 5SHE4Q6MECFRPPB4 · pith_short_8: 5SHE4Q6M

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/5SHE4Q6MECFRPPB4OD6FK47K46 \
  | 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: ec8e4e43cc208b17bc3c70fc5573eae78cf88746f9c1d194523af1457494671f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47d4f8a5bfeca48c20faa6edb0f33078328f11304e4ddbbacc21be871acc7e4a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-17T20:01:21Z",
    "title_canon_sha256": "efa12b8117bfb111c3c2aa23174f79dc1819989491b010024d177881a1aeca1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12982",
    "kind": "arxiv",
    "version": 2
  }
}