Pith Number

pith:KQR62MVB

pith:2025:KQR62MVB6KKQK6QOMELEGXNO6W

not attested not anchored not stored refs pending

The Inherent Limits of Pretrained LLMs: The Unexpected Convergence of Instruction Tuning and In-Context Learning Capabilities

Harish Tayyar Madabushi, Irina Bigoulaeva, Iryna Gurevych

arxiv:2501.08716 v1 · 2025-01-15 · cs.CL

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\usepackage{pith}
\pithnumber{KQR62MVB6KKQK6QOMELEGXNO6W}

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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

Enhancing Cross-task Transfer of Large Language Models via Activation Steering

Receipt and verification

First computed	2026-07-05T10:01:24.988674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5423ed32a1f295057a0e6116435daef5adee2de354323433a5c8f81d5954d19f

Aliases

arxiv: 2501.08716 · arxiv_version: 2501.08716v1 · doi: 10.48550/arxiv.2501.08716 · pith_short_12: KQR62MVB6KKQ · pith_short_16: KQR62MVB6KKQK6QO · pith_short_8: KQR62MVB

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/KQR62MVB6KKQK6QOMELEGXNO6W \
  | 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: 5423ed32a1f295057a0e6116435daef5adee2de354323433a5c8f81d5954d19f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0643aca0e61c071eb1edcc056dbf223019e7e9a8ca7698a98d793ccba06d828",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-15T10:57:55Z",
    "title_canon_sha256": "49efa833f35df96b1d9e63b3f05abdae4714e8273378c44cbe494f126b0a5d27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08716",
    "kind": "arxiv",
    "version": 1
  }
}