Pith Number

pith:M3TXNTXK

pith:2024:M3TXNTXKJTUEFAJT7ODQRUEB77

not attested not anchored not stored refs pending

Concept Bottleneck Large Language Models

Berk Ustun, Chung-En Sun, Tsui-Wei Weng, Tuomas Oikarinen

arxiv:2412.07992 v4 · 2024-12-11 · 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{M3TXNTXKJTUEFAJT7ODQRUEB77}

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

5 papers in Pith

LLM Agents Already Know When to Call Tools -- Even Without Reasoning

Mitigating Label Bias with Interpretable Rubric Embeddings

$\alpha$-TCAV: A Unified Framework for Testing with Concept Activation Vectors

LLM Agents Already Know When to Call Tools -- Even Without Reasoning

Understanding Annotator Safety Policy with Interpretability

Receipt and verification

First computed	2026-07-05T12:06:03.859066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66e776ceea4ce8428133fb8708d081ffd84f55241193306595c619791f933ad5

Aliases

arxiv: 2412.07992 · arxiv_version: 2412.07992v4 · doi: 10.48550/arxiv.2412.07992 · pith_short_12: M3TXNTXKJTUE · pith_short_16: M3TXNTXKJTUEFAJT · pith_short_8: M3TXNTXK

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/M3TXNTXKJTUEFAJT7ODQRUEB77 \
  | 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: 66e776ceea4ce8428133fb8708d081ffd84f55241193306595c619791f933ad5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7a80e831f49548b0e6cac898780452a13df569e4f9b14a1968316f40996bbfc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-11T00:04:10Z",
    "title_canon_sha256": "b53db93bf999b5c7bc4a49cd886871d13f98f4b8dc62c50ab891b4d2d65b2385"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07992",
    "kind": "arxiv",
    "version": 4
  }
}