Pith Number

pith:CIRQVQY5

pith:2024:CIRQVQY5BQJ7VYTCLTLZYEQA7E

not attested not anchored not stored refs pending

Instruction Diversity Drives Generalization To Unseen Tasks

Dylan Zhang, Francois Charton, Justin Wang

arxiv:2402.10891 v1 · 2024-02-16 · cs.CL · cs.AI · 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{CIRQVQY5BQJ7VYTCLTLZYEQA7E}

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

2 papers in Pith

MetaLint: Easy-to-Hard Generalization for Code Linting

Manifold Steering Reveals the Shared Geometry of Neural Network Representation and Behavior

Receipt and verification

First computed	2026-07-05T07:46:02.121022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12230ac31d0c13fae2625cd79c1200f90032586a827115d6fdeacfdda65aded7

Aliases

arxiv: 2402.10891 · arxiv_version: 2402.10891v1 · doi: 10.48550/arxiv.2402.10891 · pith_short_12: CIRQVQY5BQJ7 · pith_short_16: CIRQVQY5BQJ7VYTC · pith_short_8: CIRQVQY5

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/CIRQVQY5BQJ7VYTCLTLZYEQA7E \
  | 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: 12230ac31d0c13fae2625cd79c1200f90032586a827115d6fdeacfdda65aded7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcf0d1ff1618539629f9262af25eca458dc87a247cec55f926643b83e6a3da28",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-16T18:47:21Z",
    "title_canon_sha256": "ebc5d9e50e70abe50e96466619c4d3f44b43439bdc78a3b4784885feb0eba18c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10891",
    "kind": "arxiv",
    "version": 1
  }
}