Pith Number

pith:HNKWCCAT

pith:2024:HNKWCCATJNNRJWNCZIJ63NS2CI

not attested not anchored not stored refs pending

Layer by Layer: Uncovering Where Multi-Task Learning Happens in Instruction-Tuned Large Language Models

Shay B. Cohen, Yftah Ziser, Zheng Zhao

arxiv:2410.20008 v1 · 2024-10-25 · 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{HNKWCCATJNNRJWNCZIJ63NS2CI}

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

1 paper in Pith

Delve into the Applicability of Advanced Optimizers for Multi-Task Learning

Receipt and verification

First computed	2026-07-05T09:26:37.425846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b556108134b5b14d9a2ca13edb65a1238f6b381dad0f5b071286552726306e5

Aliases

arxiv: 2410.20008 · arxiv_version: 2410.20008v1 · doi: 10.48550/arxiv.2410.20008 · pith_short_12: HNKWCCATJNNR · pith_short_16: HNKWCCATJNNRJWNC · pith_short_8: HNKWCCAT

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/HNKWCCATJNNRJWNCZIJ63NS2CI \
  | 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: 3b556108134b5b14d9a2ca13edb65a1238f6b381dad0f5b071286552726306e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "347400bb7e0e1531bed171e746511547407510ef3665e2877490fc4544c35396",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-25T23:38:28Z",
    "title_canon_sha256": "d4b32c888320acd8712b8062080848c9c1285e7fbe505958205148517197c605"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20008",
    "kind": "arxiv",
    "version": 1
  }
}