Pith Number

pith:72XFG6GR

pith:2022:72XFG6GRBL64SH6C4UINOZ6DRD

not attested not anchored not stored refs pending

Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks

Amnon Shashua, Noam Wies, Yoav Levine

arxiv:2204.02892 v4 · 2022-04-06 · 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{72XFG6GRBL64SH6C4UINOZ6DRD}

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

4 papers in Pith

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning

Transformers Provably Learn to Internalize Chain-of-Thought

Agentic Transformers Provably Learn to Search via Reinforcement Learning

PARM: Pipeline-Adapted Reward Model

Receipt and verification

First computed	2026-07-05T05:42:00.772744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

feae5378d10afdc91fc2e510d767c388c018d0893f9a665ad0bfb29369f1650c

Aliases

arxiv: 2204.02892 · arxiv_version: 2204.02892v4 · doi: 10.48550/arxiv.2204.02892 · pith_short_12: 72XFG6GRBL64 · pith_short_16: 72XFG6GRBL64SH6C · pith_short_8: 72XFG6GR

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/72XFG6GRBL64SH6C4UINOZ6DRD \
  | 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: feae5378d10afdc91fc2e510d767c388c018d0893f9a665ad0bfb29369f1650c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "280651ceb8cc2aedd9a353f16619acfc6efead484daf303e15d391cfcf0f13c3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-06T15:16:27Z",
    "title_canon_sha256": "d70b9dcafdbd8954a16289fbde43a4b2b22894d77d895d2e9dec4d8be5192475"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.02892",
    "kind": "arxiv",
    "version": 4
  }
}