Pith Number

pith:EUQJ3IU7

pith:2024:EUQJ3IU7LA55YYNVGCIABTUGBY

not attested not anchored not stored refs pending

Mixing It Up: The Cocktail Effect of Multi-Task Fine-Tuning on LLM Performance -- A Case Study in Finance

Eitam Sheetrit, Gil Shenderovitz, Meni Brief, Noga Ben Yoash, Oded Ovadia, Rachel Lemberg

arxiv:2410.01109 v2 · 2024-10-01 · cs.AI · cs.CE · 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{EUQJ3IU7LA55YYNVGCIABTUGBY}

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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 on LLM-as-a-Judge

Receipt and verification

First computed	2026-07-05T09:44:36.057011Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25209da29f583bdc61b5309000ce860e11b8eabe41c96af37e73c6fb38e0e7e8

Aliases

arxiv: 2410.01109 · arxiv_version: 2410.01109v2 · doi: 10.48550/arxiv.2410.01109 · pith_short_12: EUQJ3IU7LA55 · pith_short_16: EUQJ3IU7LA55YYNV · pith_short_8: EUQJ3IU7

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/EUQJ3IU7LA55YYNVGCIABTUGBY \
  | 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: 25209da29f583bdc61b5309000ce860e11b8eabe41c96af37e73c6fb38e0e7e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fde7e10525922fb2706c91f217c63319b995a36bcc8c28208f715d3228839dec",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-01T22:35:56Z",
    "title_canon_sha256": "d8ec616653b58cdba8904ac391e0f8c04c5d490aecc0f66d00108e4299d0917d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01109",
    "kind": "arxiv",
    "version": 2
  }
}