Pith Number

pith:FUM6QLJX

pith:2025:FUM6QLJX2NOOWPRC4L37XUE3RY

not attested not anchored not stored refs pending

Enhancing Automated Interpretability with Output-Centric Feature Descriptions

Atticus Geiger, Chen Agassy, Mor Geva, Roy Mayan, Yoav Gur-Arieh

arxiv:2501.08319 v2 · 2025-01-14 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FUM6QLJX2NOOWPRC4L37XUE3RY}

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

LMs as Task-Specific Knowledge Bases: An Interpretability Analysis

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

GKnow: Measuring the Entanglement of Gender Bias and Factual Gender

Receipt and verification

First computed	2026-07-05T11:11:39.715624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d19e82d37d35ceb3e22e2f7fbd09b8e2aa315346592747d0e0f1569940a5a54

Aliases

arxiv: 2501.08319 · arxiv_version: 2501.08319v2 · doi: 10.48550/arxiv.2501.08319 · pith_short_12: FUM6QLJX2NOO · pith_short_16: FUM6QLJX2NOOWPRC · pith_short_8: FUM6QLJX

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/FUM6QLJX2NOOWPRC4L37XUE3RY \
  | 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: 2d19e82d37d35ceb3e22e2f7fbd09b8e2aa315346592747d0e0f1569940a5a54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37ac9065a68be5aa2301227117527340d781c52b964d73e9cb194f5b3fa25ff2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-14T18:53:00Z",
    "title_canon_sha256": "7cefc6dee2a4ae8f7daf899180dee7ccef20cd813f471f592a9f31e4b679769b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08319",
    "kind": "arxiv",
    "version": 2
  }
}