Pith Number

pith:3OHFOTQN

pith:2021:3OHFOTQNAKQECYKW6QEODVOSG7

not attested not anchored not stored refs pending

Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections

Dan Klein, Kristy Lee, Ruiqi Zhong, Zheng Zhang

arxiv:2104.04670 v5 · 2021-04-10 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{3OHFOTQNAKQECYKW6QEODVOSG7}

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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

7 papers in Pith

GPT-NeoX-20B: An Open-Source Autoregressive Language Model

A Foundation Model for Instruction-Conditioned In-Context Time Series Tasks

Multitask Prompted Training Enables Zero-Shot Task Generalization

Instruction Tuning with GPT-4

Receipt and verification

First computed	2026-07-05T03:12:38.445350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db8e574e0d02a0416156f408e1d5d237cb368c9bfbb493ae6525823be0f24812

Aliases

arxiv: 2104.04670 · arxiv_version: 2104.04670v5 · doi: 10.48550/arxiv.2104.04670 · pith_short_12: 3OHFOTQNAKQE · pith_short_16: 3OHFOTQNAKQECYKW · pith_short_8: 3OHFOTQN

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/3OHFOTQNAKQECYKW6QEODVOSG7 \
  | 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: db8e574e0d02a0416156f408e1d5d237cb368c9bfbb493ae6525823be0f24812

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5eaf796610d2167597ef23124080f6fff6e053d912b18620ad3c732901a47d6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-04-10T02:57:22Z",
    "title_canon_sha256": "09eef49e8cc1dc8578067e883aa70b29ea6b0d90d6e05cb93a57351bd26efa6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.04670",
    "kind": "arxiv",
    "version": 5
  }
}