Pith Number

pith:QK6QL6HE

pith:2023:QK6QL6HEUMSQ46JDGWV4F7LNRG

not attested not anchored not stored refs pending

Revisiting Neural Retrieval on Accelerators

Fu Li, Jiaqi Zhai, Xiao Sun, Xing Liu, Yueming Wang, Zhaojie Gong, Zheng Yan

arxiv:2306.04039 v1 · 2023-06-06 · cs.LG · cs.IR

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\usepackage{pith}
\pithnumber{QK6QL6HEUMSQ46JDGWV4F7LNRG}

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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

2 papers in Pith

Real-Time Hard Negative Sampling via LLM-based Clustering for Large-Scale Two-Tower Retrieval

Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Receipt and verification

First computed	2026-07-05T06:18:25.299762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82bd05f8e4a3250e792335abc2fd6d899ec4ec4d9e314967850b45bbfc14ffd2

Aliases

arxiv: 2306.04039 · arxiv_version: 2306.04039v1 · doi: 10.48550/arxiv.2306.04039 · pith_short_12: QK6QL6HEUMSQ · pith_short_16: QK6QL6HEUMSQ46JD · pith_short_8: QK6QL6HE

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/QK6QL6HEUMSQ46JDGWV4F7LNRG \
  | 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: 82bd05f8e4a3250e792335abc2fd6d899ec4ec4d9e314967850b45bbfc14ffd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9f8cd63ac92327e28e9909cc0a6c3406aff7502fb797ea054587d00b043de9b",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-06T22:08:42Z",
    "title_canon_sha256": "4e94e9ded4035f34cc6071727995e2fe43eef879b6d6536141a37ad402badc2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04039",
    "kind": "arxiv",
    "version": 1
  }
}