Pith Number

pith:HYADJQ26

pith:2024:HYADJQ26UU3LEQ3TXQ4ZSRQX3R

not attested not anchored not stored refs pending

Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons

Deyi Xiong, Yongqi Leng

arxiv:2407.06488 v2 · 2024-07-09 · cs.CL · 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{HYADJQ26UU3LEQ3TXQ4ZSRQX3R}

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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

A Survey on Training-free Alignment of Large Language Models

Receipt and verification

First computed	2026-07-05T09:59:49.927864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e0034c35ea536b24373bc39994617dc497249ef661fea138b46d1ed7d1da8c9

Aliases

arxiv: 2407.06488 · arxiv_version: 2407.06488v2 · doi: 10.48550/arxiv.2407.06488 · pith_short_12: HYADJQ26UU3L · pith_short_16: HYADJQ26UU3LEQ3T · pith_short_8: HYADJQ26

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/HYADJQ26UU3LEQ3TXQ4ZSRQX3R \
  | 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: 3e0034c35ea536b24373bc39994617dc497249ef661fea138b46d1ed7d1da8c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a215619e72663c08de93030b83c8459c6584be10641bf73d9b639d3c81a30b52",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-09T01:27:35Z",
    "title_canon_sha256": "a7b9e67316704606bdf39d5e914d775f9d6ed8c1d61af7f006f4dd91961742b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06488",
    "kind": "arxiv",
    "version": 2
  }
}