Pith Number

pith:73B2XVZ6

pith:2024:73B2XVZ6CGAXO2XJ4GGVL5VHLX

not attested not anchored not stored refs pending

What Do Learning Dynamics Reveal About Generalization in LLM Reasoning?

Amrith Setlur, Aviral Kumar, Claire Tomlin, Dibya Ghosh, Jacob Steinhardt, Katie Kang, Sergey Levine

arxiv:2411.07681 v2 · 2024-11-12 · 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{73B2XVZ6CGAXO2XJ4GGVL5VHLX}

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

Addressing Over-Refusal in LLMs with Competing Rewards

Receipt and verification

First computed	2026-07-05T09:36:50.812612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fec3abd73e1181776ae9e18d55f6a75dc2f04bebb3c34421dc177a92ac4c1ed5

Aliases

arxiv: 2411.07681 · arxiv_version: 2411.07681v2 · doi: 10.48550/arxiv.2411.07681 · pith_short_12: 73B2XVZ6CGAX · pith_short_16: 73B2XVZ6CGAXO2XJ · pith_short_8: 73B2XVZ6

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/73B2XVZ6CGAXO2XJ4GGVL5VHLX \
  | 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: fec3abd73e1181776ae9e18d55f6a75dc2f04bebb3c34421dc177a92ac4c1ed5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bef2fe4f67177feb5349f99d335f6732f8b260b3ead27d46a12e2282ba50069c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-12T09:52:40Z",
    "title_canon_sha256": "49c8afa37eed43b4af7c1b8edf82f8d49b79aeea11cba45f8aed3dde913574be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07681",
    "kind": "arxiv",
    "version": 2
  }
}