Pith Number

pith:YIBIS7VP

pith:2023:YIBIS7VPH7SWCHUNNGSPMSYEDA

not attested not anchored not stored refs pending

When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and Limitations

Adel Bibi, Aleksandar Petrov, Philip H.S. Torr

arxiv:2310.19698 v2 · 2023-10-30 · 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{YIBIS7VPH7SWCHUNNGSPMSYEDA}

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.

Cited by

4 papers in Pith

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap

PrefixMemory-Tuning: Modernizing Prefix-Tuning by Decoupling the Prefix from Attention

Combining pre-trained models via localized model averaging

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T08:05:51.568922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c202897eaf3fe5611e8d69a4f64b041839f3fef2b9d157cfc21c76c35d3300b4

Aliases

arxiv: 2310.19698 · arxiv_version: 2310.19698v2 · doi: 10.48550/arxiv.2310.19698 · pith_short_12: YIBIS7VPH7SW · pith_short_16: YIBIS7VPH7SWCHUN · pith_short_8: YIBIS7VP

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/YIBIS7VPH7SWCHUNNGSPMSYEDA \
  | 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: c202897eaf3fe5611e8d69a4f64b041839f3fef2b9d157cfc21c76c35d3300b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f7e18807124acb9c6d1e8d769d4b95d76ce4d2f5164193ba44859deb0dce6ef",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-30T16:19:34Z",
    "title_canon_sha256": "c8e0dcfbd184477ccc0c5f50b888506bb51df6cab91759354b0b92172e31bdd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19698",
    "kind": "arxiv",
    "version": 2
  }
}