Pith. sign in
Pith Number

pith:4ULKVWMQ

pith:2022:4ULKVWMQVNZWMTDVMSDBB7KRBV
not attested not anchored not stored refs pending

Scattered or Connected? An Optimized Parameter-efficient Tuning Approach for Information Retrieval

Jiafeng Guo, Ruqing Zhang, Xinyu Ma, Xueqi Cheng, Yixing Fan

arxiv:2208.09847 v1 · 2022-08-21 · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4ULKVWMQVNZWMTDVMSDBB7KRBV}

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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.
Receipt and verification
First computed 2026-07-05T04:50:22.744074Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e516aad990ab73664c75648610fd510d7b380f0fffd1f4cf27fd7520314c0fe9

Aliases

arxiv: 2208.09847 · arxiv_version: 2208.09847v1 · doi: 10.48550/arxiv.2208.09847 · pith_short_12: 4ULKVWMQVNZW · pith_short_16: 4ULKVWMQVNZWMTDV · pith_short_8: 4ULKVWMQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4ULKVWMQVNZWMTDVMSDBB7KRBV \
  | 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: e516aad990ab73664c75648610fd510d7b380f0fffd1f4cf27fd7520314c0fe9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0903fede75b251306fa92c77311f3d5ec08e6ea044dab707c3bd0e958662aed7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-08-21T08:56:02Z",
    "title_canon_sha256": "49dfa9663c56637ae6a77e055ac02e50f164e6fdb7463170fef01e1fb0e59736"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.09847",
    "kind": "arxiv",
    "version": 1
  }
}