Pith Number

pith:YOSF547I

pith:2025:YOSF547IIPN4WTGWEVOA2WM777

not attested not anchored not stored refs pending

MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs

Chen Xing, Dean Lee, Ed-Yeremai Cardona, Jeremy Kritz, Johannes Mols, Kaustubh Deshpande, Lifeng Jin, Summer Yue, Ved Sirdeshmukh, Willow Primack

arxiv:2501.17399 v2 · 2025-01-29 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOSF547IIPN4WTGWEVOA2WM777}

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

11 papers in Pith

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients

An Evaluation of Data Leakage Risks in Tool-Using LLM Agents in Realistic Scenarios

FailureScope: Cross-Regime Behavioral Diagnosis of Language Model Weaknesses

Evolving and Detecting Multi-Turn Deception using Geometric Signatures

RAG-DIVE: A Dynamic Approach for Multi-Turn Dialogue Evaluation in Retrieval-Augmented Generation

Receipt and verification

First computed	2026-07-05T10:25:16.631098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3a45ef3e843dbcb4cd6255c0d599fffe5111c4867ff091b745e516b4ddc9c15

Aliases

arxiv: 2501.17399 · arxiv_version: 2501.17399v2 · doi: 10.48550/arxiv.2501.17399 · pith_short_12: YOSF547IIPN4 · pith_short_16: YOSF547IIPN4WTGW · pith_short_8: YOSF547I

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/YOSF547IIPN4WTGWEVOA2WM777 \
  | 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: c3a45ef3e843dbcb4cd6255c0d599fffe5111c4867ff091b745e516b4ddc9c15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "693cc7bd822fa027a0216bbc27f8e2cad30cf2b70cdc18288dad73810d5a94a7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-29T03:29:24Z",
    "title_canon_sha256": "1876ea3cdadd367a70f20ae235f009299e38c7976602a79d4fe8ef50ece8d788"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17399",
    "kind": "arxiv",
    "version": 2
  }
}