Pith Number

pith:EFQMBPIH

pith:2024:EFQMBPIHHMALI5UWYWQTAS6EXZ

not attested not anchored not stored refs pending

Large Language Models Must Be Taught to Know What They Don't Know

Adrian Weller, Andrew Gordon Wilson, Arka Pal, Katherine Collins, Manley Roberts, Micah Goldblum, Nate Gruver, Samuel Dooley, Sanyam Kapoor, Umang Bhatt

arxiv:2406.08391 v3 · 2024-06-12 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EFQMBPIHHMALI5UWYWQTAS6EXZ}

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

Strategic Decision Support for AI Agents

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks

TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning

WebSailor: Navigating Super-human Reasoning for Web Agent

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:54:40.056939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2160c0bd073b00b47696c5a1304bc4be7c87aa6586162ab9c81a2434c49b340a

Aliases

arxiv: 2406.08391 · arxiv_version: 2406.08391v3 · doi: 10.48550/arxiv.2406.08391 · pith_short_12: EFQMBPIHHMAL · pith_short_16: EFQMBPIHHMALI5UW · pith_short_8: EFQMBPIH

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/EFQMBPIHHMALI5UWYWQTAS6EXZ \
  | 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: 2160c0bd073b00b47696c5a1304bc4be7c87aa6586162ab9c81a2434c49b340a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e82e4a279e056da8e72ce74e9177c7d404ef06af80bdc3460e67c27834f03782",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-12T16:41:31Z",
    "title_canon_sha256": "aef5451ff38246c4cda6971358dabcecb34b3bddf074969356d7e289ce0821ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08391",
    "kind": "arxiv",
    "version": 3
  }
}