-0.02
Confirmed task success · rank 23 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.03 to -0.01
- Sample
- 91237 observations
- Configuration
- Muse Spark 1.1
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
-0.11
Praise over complaint · rank 35 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.12 to -0.10
- Sample
- 38389 observations
- Configuration
- Muse Spark 1.1
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
-0.06
Steerability · rank 33 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.07 to -0.05
- Sample
- 124514 observations
- Configuration
- Muse Spark 1.1
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
0.00
Tool grounding · rank 1 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.00 to 0.00
- Sample
- 6174897 observations
- Configuration
- Muse Spark 1.1
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
1,479
Overall · rank 3 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,471 to 1,488
- Sample
- 4885 votes
- Configuration
- Muse Spark 1.1
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,463
Overall · rank 25 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,459 to 1,467
- Sample
- 34415 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not an error rate: claims that cannot be checked on the web are skipped, and preference still carries most of the weight.
1,493
Business, management and finance · rank 2 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,485 to 1,501
- Sample
- 6829 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,449
Creative writing · rank 20 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,441 to 1,457
- Sample
- 6925 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,504
Expert prompts · rank 13 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,514
- Sample
- 4099 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,473
Instruction following · rank 13 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,467 to 1,479
- Sample
- 12589 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,491
Overall · rank 5 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,486 to 1,495
- Sample
- 34760 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,460
Writing, literature and language · rank 16 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,453 to 1,467
- Sample
- 9304 votes
- Configuration
- Muse Spark 1.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
20.6%
Consistency (pass^4) · rank 10 of 21
- Unit
- % of tasks, higher is better
- Configuration
- Muse Spark 1.1 (xhigh reasoning, tau2)
- Measured
- 23 Jul 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.
40.5%
Task success (pass^1) · rank 6 of 21
- Unit
- % of tasks, higher is better
- Configuration
- Muse Spark 1.1 (xhigh reasoning, tau2)
- Measured
- 23 Jul 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.