2 against 1
Better
+33 points of cases fully correct
95% interval +17 to +50 points. Exact McNemar test on the 10 cases where only one run was right: p = 0.002. No case got worse.
eval-lab, suite registry-extraction
Recover structured trial facts from free text. Expected values come from the registry's structured fields; a value not stated in the text must be answered as null. 30 cases; fields study_type, phase, enrollment, minimum_age.
2 against 1
Better
+33 points of cases fully correct
95% interval +17 to +50 points. Exact McNemar test on the 10 cases where only one run was right: p = 0.002. No case got worse.
3 against 1
Better
+38 points of cases fully correct
95% interval +15 to +58 points. Exact McNemar test on the 12 cases where only one run was right: p = 0.006. Got worse on 1 case: NCT05576480.
A verdict says better or worse only when the paired bootstrap interval and the exact McNemar test agree. Otherwise it says no clear difference, even if one number is higher.
| Run | Model and prompt | Cases fully correct | Hallucination rate | Each field | Median latency, tokens |
|---|---|---|---|---|---|
| 1 | groq/qwen/qwen3.8-27bprompt v1, 30 cases scored | 47% | 38% | study type27/30 phase19/30 enrollment27/30 minimum age22/30 |
6453 ms 25,812 in, 1,211 out |
| 2 | groq/qwen/qwen3.8-27bprompt v2, 30 cases scored | 80% | 6% | study type27/30 phase29/30 enrollment27/30 minimum age29/30 |
8483 ms 26,832 in, 1,247 out |
| 3 | groq/openai/gpt-oss-20bprompt v2, 26 cases scored, 4 not run yet | 81% | 2% | study type24/26 phase26/26 enrollment23/26 minimum age26/26 |
6099 ms 24,273 in, 4,225 out |
A model that misreads a number and a model that invents one are different risks. A value counts as stated only if it appears in the text the model saw; otherwise the right answer is null, and any value is counted as invented.
The hallucination rate is the invented answers divided by the fields whose right answer is null.