Pith Number

pith:2PX667MS

pith:2022:2PX667MSUO5MGG7TIKOP2PDLVM

not attested not anchored not stored refs pending

LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks

Dimitris Papailiopoulos, Jy-yong Sohn, Kangwook Lee, Michael Gira, Ruisu Zhang, Shashank Rajput, Tuan Dinh, Yuchen Zeng, Ziqian Lin

arxiv:2206.06565 v4 · 2022-06-14 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2PX667MSUO5MGG7TIKOP2PDLVM}

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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

4 papers in Pith

Collaborative Large and Small Language Models for Accurate and Scalable Data Repair

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold

Language Models (Mostly) Know What They Know

ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold

Receipt and verification

First computed	2026-07-05T05:11:40.236426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3efef7d92a3bac31bf3429cfd3c6bab3f6733a4375c85b8101c9ed3c0aa9010

Aliases

arxiv: 2206.06565 · arxiv_version: 2206.06565v4 · doi: 10.48550/arxiv.2206.06565 · pith_short_12: 2PX667MSUO5M · pith_short_16: 2PX667MSUO5MGG7T · pith_short_8: 2PX667MS

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/2PX667MSUO5MGG7TIKOP2PDLVM \
  | 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: d3efef7d92a3bac31bf3429cfd3c6bab3f6733a4375c85b8101c9ed3c0aa9010

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53100755695718d56795f09efd2066a3fe8b98a9d14e272b2d4f818317ca25c4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-14T02:41:41Z",
    "title_canon_sha256": "34d18e2d55340037026ba0f66d199a41ed3a0efe5b8444437f713d5711369296"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06565",
    "kind": "arxiv",
    "version": 4
  }
}