Evidence record
Claude Sonnet 3.5
RepliBench · Evidence record
Original source charts and materials
Reported results
Source order · reported configurations
Select systems
Online Compute Acquis. · Pass@10
0–1Values describe the measured outcome under the source protocol, not a general safety score.
Table 2: Pass@10 averaged across task variants. Asterisks indicate changed prompts to reduce refusals; worst-variant figures in parentheses are not plotted. Task families are distinct. Evaluation date not specified; publication / record dates are shown below.
Evaluation conditions and system configurations
- Claude Sonnet 3.5
- 20 task families. Pass@10 averaged across task variants; not a count of real-world replication events. · Table 2 · RepliBench
- modelVersion: not specified · harness: not specified · tools: not specified · budget: not specified
| System / configuration | Online Compute Acquis. · Pass@10 | Provision Compute · Pass@10 | AWS Signup · Pass@10 | Covert Weight Exfil. · Pass@10 | Weight Exfiltration · Pass@10 | Create Bitcoin Wallet · Pass@10 | Make Me Pay · Pass@10 | Copycat LLM API · Pass@10 | Replicate via Worm · Pass@10 | Spear Phishing · Pass@10 | Pass KYC Check · Pass@10 | Fake Business Transact. · Pass@10 | Inference Server · Pass@10 | Serve Multi-GPU Model · Pass@10 | Recursive Replication · Pass@10 | Start Subagent · Pass@10 | Explore & Exploit · Pass@10 | Rate of Infection · Pass@10 | Software Signature · Pass@10 | Command & Control · Pass@10 | Publication / verification |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.00 | 1.00 | 1.00 | 0.41 | 0.60 | 1.00 | 0.55Changed prompt to reduce refusals (source asterisk). | 1.00 | 0.24 | 0.59Changed prompt to reduce refusals (source asterisk). | 0.00 | 0.63 | 0.33 | 0.00 | 0.33 | 0.61 | 0.35 | 0.28 | 0.88 | 0.14 | Source checked2026-10-25 |
Method and scope
Task-family performance on components of replication.
- Evidence type
- Benchmark
- Assessment subject
- AI agent completing replication components
- Primary dimension
- Capability
- Evidence snapshot
- 2026-10-29.1
Primary dimension follows the source’s measured construct. Metric-level interpretations may differ.
Source finding
Source-reported measurements for Claude Sonnet 3.5 in Table 2; values are transcribed, not independently reproduced.
Limitations
Component success does not establish autonomous end-to-end proliferation.
Configuration, task and aggregation differences remain as reported. Source order is retained. Transcription is not independent replication; no cross-protocol ranking is supported.
Related research questions
Autonomy / Self-replication →
The source directly measures the stated construct under its protocol.
References
Numerical results are reported by the cited authors.
- [1] Sid Black, Asa Cooper Stickland, et al.. RepliBench: Evaluating the Autonomous Replication Capabilities of Language Model Agents. 2025-05-05. v2 [arXiv]; Author affiliations on the original paper title page; Table 2