Pith Number

pith:PBLVRACQ

pith:2024:PBLVRACQHZ3S3PXMP5G44DT7SE

not attested not anchored not stored refs pending

Transformers Struggle to Learn to Search

Abulhair Saparov, He He, Najoung Kim, Nitish Joshi, Richard Yuanzhe Pang, Seyed Mehran Kazemi, Shreyas Pimpalgaonkar, Srushti Pawar, Vishakh Padmakumar

arxiv:2412.04703 v2 · 2024-12-06 · 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{PBLVRACQHZ3S3PXMP5G44DT7SE}

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

3 papers in Pith

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR

Deep sequence models tend to memorize geometrically; it is unclear why

Receipt and verification

First computed	2026-07-05T10:31:51.462661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78575880503e772dbeec7f4dce0e7f913afff3eae6b7accb320b3ac214c9b7a5

Aliases

arxiv: 2412.04703 · arxiv_version: 2412.04703v2 · doi: 10.48550/arxiv.2412.04703 · pith_short_12: PBLVRACQHZ3S · pith_short_16: PBLVRACQHZ3S3PXM · pith_short_8: PBLVRACQ

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/PBLVRACQHZ3S3PXMP5G44DT7SE \
  | 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: 78575880503e772dbeec7f4dce0e7f913afff3eae6b7accb320b3ac214c9b7a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d28a7e166dac44040756a35240b82cc798790fdca5f07ed51f319d7fdf73f0fd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-06T01:29:24Z",
    "title_canon_sha256": "dbfffa41740209e8ed6b559f31475c373e38c902e572466ce2f65d81b3837c08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04703",
    "kind": "arxiv",
    "version": 2
  }
}