Pith Number

pith:QTDSRWLC

pith:2025:QTDSRWLCRD5U4J3TWPVDXBJKUV

not attested not anchored not stored refs pending

Evaluating and Improving Robustness in Large Language Models: A Survey and Future Directions

Dacao Zhang, Guangyi Lv, Kui Yu, Kun Zhang, Le Wu

arxiv:2506.11111 v2 · 2025-06-08 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QTDSRWLCRD5U4J3TWPVDXBJKUV}

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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

4 papers in Pith

Normative Robustness as a Frontier for Non-Verifiable Reasoning in LLMs

Towards Evaluation Engineering: An Empirical Study of ML Evaluation Harnesses in the Wild

What Does Chain-of-Thought Contribute at Probe Time? Evidence for Local Co-Occurrence Activation

LPDS: Evaluating LLM Robustness Through Logic-Preserving Difficulty Scaling

Receipt and verification

First computed	2026-07-05T11:34:09.336979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84c728d96288fb4e2773b3ea3b852aa578c04cdc572f8790d4faccbbba75f3b3

Aliases

arxiv: 2506.11111 · arxiv_version: 2506.11111v2 · doi: 10.48550/arxiv.2506.11111 · pith_short_12: QTDSRWLCRD5U · pith_short_16: QTDSRWLCRD5U4J3T · pith_short_8: QTDSRWLC

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/QTDSRWLCRD5U4J3TWPVDXBJKUV \
  | 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: 84c728d96288fb4e2773b3ea3b852aa578c04cdc572f8790d4faccbbba75f3b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf35dc4ab9cabd4d36e404e2ad19209b3a67dc84dcc2f5a6960bdf0e2b28a40e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-08T16:20:12Z",
    "title_canon_sha256": "b94675cffc65a5e9f5fa30357608c5540de368e0c7fb55411702b2e8a230fe62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11111",
    "kind": "arxiv",
    "version": 2
  }
}