Pith Number

pith:EYAV5FS4

pith:2022:EYAV5FS42C23DO3JI4LZQDPBCL

not attested not anchored not stored refs pending

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

Colin Raffel, Derek Tam, Haokun Liu, Jay Mohta, Mohammed Muqeeth, Mohit Bansal, Tenghao Huang

arxiv:2205.05638 v2 · 2022-05-11 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EYAV5FS42C23DO3JI4LZQDPBCL}

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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

9 papers in Pith

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

Survey in Characterizing Semantic Change

RapidUn: Influence-Driven Parameter Reweighting for Efficient Large Language Model Unlearning

CoLLM: Continuous Adaptation for SLO-Aware LLM Serving on Shared GPU Clusters

ART: Automatic multi-step reasoning and tool-use for large language models

Receipt and verification

First computed	2026-07-05T04:51:41.367068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26015e965cd0b5b1bb694717980de112eb6e84969570ef68eb9831d43da816bd

Aliases

arxiv: 2205.05638 · arxiv_version: 2205.05638v2 · doi: 10.48550/arxiv.2205.05638 · pith_short_12: EYAV5FS42C23 · pith_short_16: EYAV5FS42C23DO3J · pith_short_8: EYAV5FS4

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/EYAV5FS42C23DO3JI4LZQDPBCL \
  | 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: 26015e965cd0b5b1bb694717980de112eb6e84969570ef68eb9831d43da816bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85470d8d368d79580787a16a64c7e6b65d71980120b917e771eac96cff5fde9e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-11T17:10:41Z",
    "title_canon_sha256": "d0d268a643017dcbd0a3aacdf3d5a7a0a6efbc4eb6584ea4e50138e5eebc39e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.05638",
    "kind": "arxiv",
    "version": 2
  }
}