Pith Number

pith:QOQGSU3Y

pith:2024:QOQGSU3YZH24XATNDBGGM4FYVC

not attested not anchored not stored refs pending

Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling

Akash Ghosh, Koustuv Dasgupta, Manjunath Hegde, Niloy Ganguly, Pawan Goyal, Rajdeep Mukherjee, Saptarshi Ghosh, Subhendu Khatuya

arxiv:2405.06671 v2 · 2024-05-03 · cs.CL · cs.CE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QOQGSU3YZH24XATNDBGGM4FYVC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T08:19:24.992853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83a0695378c9f5cb826d184c6670b8a890d8dbd532cf1ef89ad4e7f9133aa22b

Aliases

arxiv: 2405.06671 · arxiv_version: 2405.06671v2 · doi: 10.48550/arxiv.2405.06671 · pith_short_12: QOQGSU3YZH24 · pith_short_16: QOQGSU3YZH24XATN · pith_short_8: QOQGSU3Y

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/QOQGSU3YZH24XATNDBGGM4FYVC \
  | 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: 83a0695378c9f5cb826d184c6670b8a890d8dbd532cf1ef89ad4e7f9133aa22b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64513d502afd7d73c2390f84e43351c0c70da1479641a3d47a424f913f44b9e2",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-03T16:41:36Z",
    "title_canon_sha256": "97530643dd2b21d8ad5545964704bce8fb381b0e262b3ad4bca1717f6dd0630d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06671",
    "kind": "arxiv",
    "version": 2
  }
}