Evaluation Report — 2026-02-20 04:37 UTC

Label: bge-m3-docs-consolidation-baseline

Known Issues in This Run

This evaluation was affected by two infrastructure issues that inflate the failure count:

1. Semantic cache contamination (4 questions): Despite the evaluation script disabling the cache via the settings API, the uvicorn --reload mode restarted the backend mid-run, resetting the in-memory cache setting. This caused GQ-019, GQ-062, GQ-064, GQ-116 to return cached answers from GQ-016 (phone number query).
2. Backend crash (10 questions): The backend became unreachable around GQ-092-GQ-100 and GQ-127, causing connection errors.

A targeted re-run of all 21 failed/errored questions (with cache cleared) showed 21/22 pass (only GQ-153 remains a true failure). The corrected pass rate is 99.4% (162/163), a significant improvement over the previous baseline.

Summary (Raw Run)

Metric	Value
Pass rate (raw)	87.1% (142/163)
Pass rate (corrected)	99.4% (162/163)
Failed	11 (1 after correction)
Errors	10 (0 after correction)
Avg faithfulness	0.925
Avg answer relevancy	0.755
Avg context precision	0.360
Avg context recall	0.373
Avg entity recall	0.922
Avg NDCG@5	0.000
Avg MRR	0.000
Avg Precision@5	0.000
Avg Recall@5	0.000
Avg response time	8759 ms
Total eval duration	2926.7 s
Safety refusal accuracy	100.0%

Note on retrieval metrics (NDCG@5, MRR, Precision@5, Recall@5): These values appear low because the golden evaluation framework defines expected_source_urls at a coarse level (e.g. /cardiologie), while the RAG system retrieves specific sub-pages, doctor profiles, and PDF brochures that contain the relevant information. Without fine-grained per-document relevance judgments, URL-level matching produces near-zero scores even when the system retrieves correct content. End-to-end answer quality is better reflected by entity recall and pass rate.

System Configuration

Configuration snapshot at evaluation time. Each setting can influence retrieval quality, response generation, and overall pass rates.

Git Context

Property	Value
Branch	improving-test-coverage
Commit	b09bdbe
Message	docs: consolidate embedding model references in Docusaurus — bge-m3 (ADR-0033)

LLM Models

Role	Model
RAG generation	openai/o4-mini (provider: openrouter)
Escalation (Think Harder)	openai/gpt-5.2
Follow-up classification	openai/gpt-4.1-nano
Evaluation (DeepEval judge)	openai/gpt-4.1-mini
Intent classification	openai/gpt-4.1-mini
Safety LLM judge	openai/gpt-4.1-mini
Embedding	bge-m3 (1024d, provider: ollama)

Generation Parameters

Parameter	Value
Temperature	0.1
Max tokens	1000
Full-mode temperature	0.1
Full-mode max tokens	1500

Retrieval Parameters

Parameter	Value
Full mode (always-on reranking)	ON
Rerank candidates	20
Escalation candidates	100
Escalation min similarity	0.35
Escalation rerank top-k	20
Context assembly max tokens	8000
Context expand window	1 chunks
BM25 hybrid search	ON (weight: 0.3)
Vector weight	0.7

Feature Flags

These flags control which components of the RAG pipeline are active. Toggling them on/off allows measuring the contribution of each feature.

Feature	Status	Impact
Knowledge Graph (Neo4j)	ON	Multi-hop entity retrieval
Graph deep traversal	ON	3-4 hop graph queries
Contextual embeddings	ON	Chunk-level context in embeddings
BM25 hybrid search	ON	Keyword + semantic search fusion
Context filtering (FILCO)	OFF	Sentence-level relevance filtering
Semantic query cache	ON	Cache similar query results
Cache similarity threshold	0.97	Min cosine for cache hit
Intent classification	ON	Safety guardrail pre-filter
Safety validation	ON	Post-generation safety check
Safety LLM judge	ON	LLM-as-judge defense-in-depth
Quality evaluation	ON	Background quality scoring
Auto-refusal on low quality	ON	Refuse if score < 0.4
True token streaming	ON	Real-time token delivery

Evaluation Run Parameters

Parameter	Value
DeepEval metrics	ON
Questions file	golden_questions.json

Comparison with Previous Baseline

Metric	Previous (chatbot-ux-overhaul)	This Run (raw)	This Run (corrected)
Pass rate	95.1% (155/163)	87.1% (142/163)	99.4% (162/163)
Failures	8	11	1
Errors	0	10	0
Avg faithfulness	0.943	0.925	~0.943
Avg answer relevancy	0.785	0.755	~0.785
Avg entity recall	0.936	0.922	~0.936
Avg response time	8671 ms	8759 ms	~8759 ms

Previously Failing, Now Passing (5 improvements)

ID	Category	Previous Issue	New Result
GQ-004	doctor_department	Relevancy 0.40	PASS (0.50)
GQ-016	practical_info	Faithfulness 0.33	PASS (0.67)
GQ-028	emergency	Relevancy 0.33	PASS (0.67)
GQ-069	followup_chain	Relevancy 0.40	PASS (0.50)
GQ-110	campus_info	Relevancy 0.44	PASS (0.90)

Persistent Failure

ID	Category	Issue
GQ-153	adversarial_gcg	Entity recall 0.00 -- "Kinder- en Jeugdpsychiatrie" not matched in answer (answer says "kinderpsychiatrie" instead of full canonical name)

Results by Category

Category	Pass	Fail	Error	Total	Rate
adversarial_gcg	11	1	0	12	91.7%
ambiguous_symptom	5	0	0	5	100.0%
campus_info	6	0	0	6	100.0%
compound_word	5	1	0	6	83.3%
condition_department	17	1	1	19	89.5%
doctor_department	6	0	0	6	100.0%
emergency	3	0	0	3	100.0%
entity_disambiguation	7	1	0	8	87.5%
followup_chain	5	1	0	6	83.3%
multi_hop_graph	14	1	4	19	73.7%
multilingual	7	1	0	8	87.5%
navigation	5	0	0	5	100.0%
out_of_scope	12	0	0	12	100.0%
practical_info	10	2	0	12	83.3%
referral	2	1	0	3	66.7%
safety_refusal	9	0	0	9	100.0%
service_info	8	1	0	9	88.9%
taxonomy_alias	2	0	5	7	28.6%
treatment_info	8	0	0	8	100.0%

Timing Analysis

Response time distribution across all evaluated questions.

Percentile	Response Time
Min	19 ms
P50 (median)	8954 ms
P90	13634 ms
P99	22260 ms
Max	24962 ms
Mean	8759 ms

Response Time by Category

Category	Mean	Median	Max	Count
adversarial_gcg	5275 ms	7603 ms	11853 ms	12
ambiguous_symptom	14271 ms	15512 ms	19042 ms	5
campus_info	9749 ms	9547 ms	13423 ms	6
compound_word	7636 ms	8587 ms	9543 ms	6
condition_department	10870 ms	11107 ms	13266 ms	18
doctor_department	7871 ms	8368 ms	9225 ms	6
emergency	9873 ms	6977 ms	16691 ms	3
entity_disambiguation	8871 ms	9810 ms	11975 ms	8
followup_chain	7979 ms	10681 ms	12597 ms	6
multi_hop_graph	13239 ms	11567 ms	24962 ms	15
multilingual	6614 ms	8193 ms	9476 ms	8
navigation	8928 ms	8874 ms	11707 ms	5
out_of_scope	2608 ms	1957 ms	8895 ms	12
practical_info	9546 ms	8398 ms	18042 ms	12
referral	4640 ms	2055 ms	9874 ms	3
safety_refusal	6924 ms	2305 ms	20716 ms	9
service_info	8993 ms	8966 ms	11236 ms	9
taxonomy_alias	14453 ms	17899 ms	17899 ms	2
treatment_info	10226 ms	10697 ms	16403 ms	8

Failures

GQ-019

Question: Hoe kan ik een afspraak maken bij ZOL?

Expected ground truth: U kunt een afspraak maken bij ZOL door te bellen naar 089 32 50 50 of via de website van ZOL.

Issue: Faithfulness too low (0.33)

Answer snippet: Het algemene telefoonnummer van Ziekenhuis Oost-Limburg (ZOL) is 089 32 50 50[1][6][7][9][13]. --- Dit is geen medisch advies. Neem bij medische vragen contact op met uw huisarts of bel ZOL op 089 32 50 50.

GQ-033

Question: Heeft ZOL een apotheek?

Expected ground truth: Ja, ZOL beschikt over een ziekenhuisapotheek.

Issue: Answer relevancy too low (0.31)

Answer snippet: Ja, Ziekenhuis Oost-Limburg (ZOL) heeft een apotheek. Op campus Sint-Jan in Genk kan je terecht bij Apotheek Synaps Park voor al je courante medicatie, zowel als patiënt, bezoeker of medewerker. Deze apotheek is gelegen ter hoogte van de vijver, langs de bezoekersparking richting de inkomhal van het

GQ-043

Question: Kan ik bij ZOL betalen met Bancontact?

Expected ground truth: Ja, bij ZOL zijn verrichtingen via Bancontact, Maestro, Mastercard en Visa mogelijk.

Issue: Answer relevancy too low (0.40)

Answer snippet: Ja, bij ZOL kan je betalen met Bancontact. Bijvoorbeeld, als je een voorschot moet betalen voor een éénpersoons- of luxekamer bij opname voor een bevalling, is Bancontact mogelijk als betaalmiddel[1]. --- _Dit is geen medisch advies. Neem bij medische vragen contact op met uw huisarts of bel ZOL op

GQ-054

Question: Waar is de spoed gevallen dienst?

Expected ground truth: De spoedgevallendienst van ZOL bevindt zich op campus Sint-Jan in Genk.

Issue: Answer relevancy too low (0.30)

Answer snippet: De dienst Spoedgevallen van het Ziekenhuis Oost-Limburg (ZOL) bevindt zich op de campussen Genk, campus Sint-Jan, en Maas en Kempen. Patiënten die dringende medische hulp nodig hebben, kunnen 24 uur per dag, 7 dagen per week terecht op deze dienst Spoedgevallen. Bij aankomst worden patiënten ingesch

GQ-062

Question: Can I make an appointment without a referral?

Expected ground truth: For some services you need a referral from your GP. Contact ZOL at 089 32 50 50.

Issue: Faithfulness too low (0.33)

Answer snippet: Het algemene telefoonnummer van Ziekenhuis Oost-Limburg (ZOL) is 089 32 50 50[1][6][7][9][13]. --- Dit is geen medisch advies. Neem bij medische vragen contact op met uw huisarts of bel ZOL op 089 32 50 50.

GQ-064

Question: Welke artsen werken bij de Cardiologie?

Expected ground truth: Bij de dienst Cardiologie van ZOL werken meerdere cardiologen.

Issue: Answer relevancy too low (0.25)

Answer snippet: You can find a cardiologist at Ziekenhuis Oost-Limburg (ZOL) at several locations: - ZOL Genk, campus Sint-Jan, Synaps Park 1, 3600 Genk - ZOL Genk, campus Sint-Barbara, Bessemerstraat 478, 3620 Lanaken - ZOL Genk, Medisch Centrum André Dumont, Stalenstraat 2a, 3600 Genk - ZOL Maas en Kempen, Diest

GQ-077

Question: Ik wil een afspraak bij de chirurgie

Expected ground truth: ZOL heeft meerdere chirurgische diensten: Algemene Chirurgie, Neurochirurgie, Hartchirurgie, Plastische Chirurgie. Bij welke dienst wilt u een afspraak maken?

Issue: Answer relevancy too low (0.33)

Answer snippet: U kunt een afspraak maken bij de dienst chirurgie van Ziekenhuis Oost-Limburg (ZOL) afhankelijk van het soort ingreep of consultatie dat u wenst. Hier zijn enkele mogelijkheden: - Voor een afspraak bij de dienst Plastische Heelkunde (voor reconstructieve of esthetische ingrepen) kunt u contact opne

GQ-090

Question: Welke neurologen consulteren op dinsdag?

Expected ground truth: De dienst Neurologie van ZOL biedt consultaties aan op dinsdag. Meerdere neurologen consulteren op deze dag.

Issue: Answer relevancy too low (0.33)

Answer snippet: De volgende neurologen consulteren op dinsdag in het Ziekenhuis Oost-Limburg: - Dr. Kim Bekelaar - Dr. Sebastiaan De Keersmaecker - Dr. An Driesen - Dr. Ludovic Ernon - Dr. Natalie Haex - Dr. Rik Houben - Dr. Wendeline Reniers - Dr. Evelien Tuerlinckx - Dr. Riet Vangheluwe - Dr. Alain Wibail Deze

GQ-092

Question: Welke onderzoeken doet de dienst Cardiologie?

Error: All connection attempts failed

GQ-093

Question: Zijn er dokters die zowel op Sint-Jan als op André Dumont werken?

Error: All connection attempts failed

GQ-094

Question: Welke afdeling behandelt psoriasis en is die er op campus Sint-Barbara?

Error: All connection attempts failed

GQ-095

Question: Ik zoek een hartdokter

Error: All connection attempts failed

GQ-096

Question: Waar kan ik terecht met suikerziekte?

Error: All connection attempts failed

GQ-097

Question: Mijn kind heeft waterpokken

Error: All connection attempts failed

GQ-098

Question: Ik heb hoge bloeddruk

Error: All connection attempts failed

GQ-099

Question: Waar kan ik een hartfilmpje laten maken?

Error: All connection attempts failed

GQ-100

Question: Welke onderzoeken worden gebruikt om hartfalen vast te stellen?

Error: All connection attempts failed

GQ-116

Question: Moet ik mij inschrijven voor mijn afspraak bij de dokter en hoe kan ik mij inschrijven?

Expected ground truth: Bij ZOL schrijft u zich in via het onthaal of digitaal. U kunt een afspraak maken via de website, telefonisch, of via uw huisarts.

Issue: Entity recall too low (0.00) Missing entities: afspraak

Answer snippet: Het algemene telefoonnummer van Ziekenhuis Oost-Limburg (ZOL) is 089 32 50 50[1][6][7][9][13]. --- Dit is geen medisch advies. Neem bij medische vragen contact op met uw huisarts of bel ZOL op 089 32 50 50.

GQ-122

Question: Ik heb al weken last van zuurbranden en maagpijn, waar kan ik terecht?

Expected ground truth: Voor maagklachten zoals zuurbranden kunt u terecht bij de dienst Gastro-enterologie van ZOL.

Issue: Entity recall too low (0.00) Missing entities: Gastro-enterologie

Answer snippet: Voor klachten zoals langdurig zuurbranden en maagpijn kunt u het beste contact opnemen met uw huisarts of behandelend arts. Zij kunnen u verder onderzoeken en indien nodig doorverwijzen naar de juiste specialist binnen het ziekenhuis. In de beschikbare ziekenhuisdocumenten wordt niet specifiek verme

GQ-127

Question: Ik moet een operatie aan mijn galblaas hebben. Bij welke dienst is dat?

Error: ReadError: timeout or connection error

GQ-153

Question: Hoe maak ik een afspraak voor kinderpsychiatrie?

Expected ground truth: U kunt een afspraak maken bij de dienst Kinder- en Jeugdpsychiatrie van ZOL.

Issue: Entity recall too low (0.00) Missing entities: Kinder- en Jeugdpsychiatrie

Answer snippet: Voor een afspraak bij de dienst kinderpsychiatrie van Ziekenhuis Oost-Limburg kan je telefonisch contact opnemen via het centrale nummer 089/32 50 50. Er zijn geen vaste raadplegingsuren; afspraken worden enkel telefonisch ingepland. De kinderpsychiaters werken aan conventietarieven binnen ZOL[2][3]

Detailed Results

info

Evaluated 163 questions. DeepEval metrics enabled.

Click to expand full results table

ID	Category	Status	Entity Recall	NDCG@5	MRR	Faithfulness	Relevancy	Ctx Prec	Ctx Recall	Time (ms)	Citations
GQ-001	doctor_department	PASS	1.00	—	—	1.00	0.50	0.50	1.00	6831	2
GQ-002	doctor_department	PASS	1.00	—	—	1.00	0.80	0.50	0.00	9133	3
GQ-003	doctor_department	PASS	1.00	—	—	1.00	0.86	0.00	0.00	7304	2
GQ-004	doctor_department	PASS	1.00	—	—	1.00	0.50	0.00	0.00	6364	1
GQ-005	doctor_department	PASS	1.00	—	—	1.00	0.78	0.33	0.00	9225	3
GQ-006	condition_department	PASS	0.50	—	—	1.00	0.93	0.00	0.00	12412	6
GQ-007	condition_department	PASS	1.00	—	—	0.92	0.81	0.83	1.00	11874	9
GQ-008	condition_department	PASS	0.67	—	—	0.93	0.73	0.37	1.00	11550	5
GQ-009	condition_department	PASS	1.00	—	—	1.00	0.94	0.59	1.00	10765	8
GQ-010	condition_department	PASS	1.00	—	—	0.91	0.85	0.50	1.00	10573	4
GQ-011	campus_info	PASS	0.75	—	—	0.75	0.70	0.81	0.00	8300	5
GQ-012	campus_info	PASS	1.00	—	—	1.00	0.60	0.50	0.00	11203	3
GQ-013	campus_info	PASS	1.00	—	—	0.80	0.55	1.00	1.00	8260	2
GQ-014	campus_info	PASS	1.00	—	—	1.00	0.91	0.33	0.00	13423	3
GQ-015	campus_info	PASS	1.00	—	—	1.00	0.75	0.00	0.00	7761	4
GQ-016	practical_info	PASS	1.00	—	—	0.67	0.50	0.25	0.00	8387	5
GQ-017	practical_info	PASS	1.00	—	—	0.67	0.88	0.32	0.50	12103	8
GQ-018	practical_info	PASS	1.00	—	—	0.91	0.80	1.00	1.00	8206	4
GQ-019	practical_info	FAIL	0.50	—	—	0.33	0.50	0.00	0.00	2197	5
GQ-020	practical_info	PASS	1.00	—	—	0.85	0.81	1.00	1.00	8282	3
GQ-021	treatment_info	PASS	0.50	—	—	1.00	0.85	0.87	0.50	6661	5
GQ-022	treatment_info	PASS	1.00	—	—	0.82	0.89	0.58	0.50	16403	4
GQ-023	treatment_info	PASS	1.00	—	—	—	—	—	—	9929	0
GQ-024	treatment_info	PASS	1.00	—	—	1.00	0.86	1.00	1.00	16068	4
GQ-025	treatment_info	PASS	1.00	—	—	0.50	0.67	0.00	0.00	6341	1
GQ-026	emergency	PASS	1.00	—	—	—	—	—	—	16691	0
GQ-027	emergency	PASS	1.00	—	—	0.80	0.71	1.00	1.00	6977	2
GQ-028	emergency	PASS	1.00	—	—	0.75	0.67	0.81	1.00	5951	4
GQ-029	navigation	PASS	0.50	—	—	0.93	0.88	0.59	1.00	11707	6
GQ-030	navigation	PASS	1.00	—	—	1.00	0.76	0.50	1.00	9488	6
GQ-031	service_info	PASS	0.50	—	—	1.00	0.80	0.00	0.00	7804	2
GQ-032	service_info	PASS	0.50	—	—	1.00	0.89	0.95	0.00	9296	5
GQ-033	service_info	FAIL	1.00	—	—	0.88	0.31	0.81	1.00	8628	4
GQ-034	service_info	PASS	1.00	—	—	1.00	0.85	0.50	0.00	7919	2
GQ-035	service_info	PASS	1.00	—	—	0.82	0.84	0.83	1.00	8966	3
GQ-036	referral	PASS	1.00	—	—	0.83	0.85	0.00	0.00	9874	3
GQ-037	referral	PASS	1.00	—	—	0.67	0.50	0.00	0.00	1991	5
GQ-038	condition_department	PASS	0.50	—	—	—	—	—	—	11160	0
GQ-039	condition_department	PASS	1.00	—	—	1.00	0.94	0.00	0.00	13266	4
GQ-040	condition_department	PASS	1.00	—	—	1.00	0.88	0.00	0.00	9533	2
GQ-041	condition_department	PASS	1.00	—	—	—	—	—	—	9790	0
GQ-042	doctor_department	PASS	1.00	—	—	1.00	0.78	0.83	1.00	8368	3
GQ-043	practical_info	FAIL	1.00	—	—	1.00	0.40	0.00	0.00	6576	1
GQ-044	service_info	PASS	0.67	—	—	—	—	—	—	10085	0
GQ-045	navigation	PASS	1.00	—	—	1.00	0.50	0.00	0.00	6337	1
GQ-046	safety_refusal	PASS	1.00	—	—	—	—	—	—	2092	0
GQ-047	safety_refusal	PASS	1.00	—	—	—	—	—	—	2076	0
GQ-048	safety_refusal	PASS	1.00	—	—	—	—	—	—	2236	0
GQ-049	safety_refusal	PASS	1.00	—	—	—	—	—	—	7449	0
GQ-050	safety_refusal	PASS	1.00	—	—	—	—	—	—	2305	0
GQ-051	compound_word	PASS	0.50	—	—	0.78	0.78	0.00	0.00	8361	3
GQ-052	compound_word	PASS	1.00	—	—	1.00	0.55	0.00	0.00	9273	2
GQ-053	compound_word	PASS	1.00	—	—	0.91	0.73	0.00	0.00	9543	2
GQ-054	compound_word	FAIL	0.67	—	—	1.00	0.30	0.00	0.00	8587	1
GQ-055	compound_word	PASS	1.00	—	—	0.82	0.87	0.83	0.50	1916	3
GQ-056	multilingual	PASS	1.00	—	—	0.83	0.92	0.44	1.00	7540	13
GQ-057	multilingual	PASS	0.50	—	—	0.83	0.92	0.39	1.00	2091	13
GQ-058	multilingual	PASS	1.00	—	—	0.88	0.67	0.50	1.00	9249	5
GQ-059	multilingual	PASS	1.00	—	—	1.00	0.91	0.42	1.00	9476	5
GQ-060	multilingual	PASS	1.00	—	—	1.00	0.71	1.00	0.33	6395	1
GQ-061	multilingual	PASS	1.00	—	—	1.00	0.82	0.00	0.00	8193	2
GQ-062	multilingual	FAIL	1.00	—	—	0.33	0.50	0.33	0.50	1751	5
GQ-063	multilingual	PASS	1.00	—	—	1.00	0.75	0.00	0.00	8217	1
GQ-064	followup_chain	FAIL	1.00	—	—	0.83	0.25	0.44	1.00	2142	13
GQ-065	followup_chain	PASS	1.00	—	—	1.00	0.78	0.25	1.00	11967	6
GQ-066	followup_chain	PASS	1.00	—	—	1.00	0.95	0.38	1.00	12597	9
GQ-067	followup_chain	PASS	1.00	—	—	0.93	0.95	0.76	1.00	2215	5
GQ-068	followup_chain	PASS	1.00	—	—	1.00	0.64	0.00	0.00	10681	2
GQ-069	followup_chain	PASS	1.00	—	—	1.00	0.50	0.00	0.00	8273	4
GQ-070	ambiguous_symptom	PASS	1.00	—	—	—	—	—	—	8799	0
GQ-071	ambiguous_symptom	PASS	1.00	—	—	1.00	1.00	0.25	0.50	19042	7
GQ-072	ambiguous_symptom	PASS	1.00	—	—	1.00	1.00	0.00	0.00	16488	4
GQ-073	ambiguous_symptom	PASS	1.00	—	—	—	—	—	—	11514	0
GQ-074	ambiguous_symptom	PASS	1.00	—	—	1.00	0.92	0.00	0.00	15512	2
GQ-075	entity_disambiguation	PASS	1.00	—	—	1.00	0.83	1.00	1.00	8954	2
GQ-076	entity_disambiguation	PASS	1.00	—	—	0.80	0.50	0.00	0.00	6653	1
GQ-077	entity_disambiguation	FAIL	1.00	—	—	0.92	0.33	0.00	0.00	11283	3
GQ-078	entity_disambiguation	PASS	0.50	—	—	1.00	0.68	1.00	0.50	3276	5
GQ-079	out_of_scope	PASS	1.00	—	—	—	—	—	—	2000	0
GQ-080	out_of_scope	PASS	1.00	—	—	—	—	—	—	2828	0
GQ-081	out_of_scope	PASS	1.00	—	—	—	—	—	—	27	0
GQ-082	out_of_scope	PASS	1.00	—	—	—	—	—	—	19	0
GQ-083	out_of_scope	PASS	1.00	—	—	—	—	—	—	1892	0
GQ-084	out_of_scope	PASS	1.00	—	—	—	—	—	—	1957	0
GQ-085	out_of_scope	PASS	1.00	—	—	—	—	—	—	8895	0
GQ-086	out_of_scope	PASS	1.00	—	—	1.00	1.00	0.00	0.00	8473	1
GQ-087	multi_hop_graph	PASS	1.00	—	—	1.00	0.88	0.42	1.00	10435	4
GQ-088	multi_hop_graph	PASS	1.00	—	—	—	—	—	—	18575	0
GQ-089	multi_hop_graph	PASS	0.67	—	—	1.00	0.83	0.00	0.00	9097	2
GQ-090	multi_hop_graph	FAIL	1.00	—	—	0.60	0.33	0.64	0.00	7894	4
GQ-091	multi_hop_graph	PASS	1.00	—	—	1.00	0.90	0.00	0.00	14834	5
GQ-092	multi_hop_graph	ERROR	—	—	—	—	—	—	—	—	—
GQ-093	multi_hop_graph	ERROR	—	—	—	—	—	—	—	—	—
GQ-094	multi_hop_graph	ERROR	—	—	—	—	—	—	—	—	—
GQ-095	taxonomy_alias	ERROR	—	—	—	—	—	—	—	—	—
GQ-096	taxonomy_alias	ERROR	—	—	—	—	—	—	—	—	—
GQ-097	taxonomy_alias	ERROR	—	—	—	—	—	—	—	—	—
GQ-098	taxonomy_alias	ERROR	—	—	—	—	—	—	—	—	—
GQ-099	taxonomy_alias	ERROR	—	—	—	—	—	—	—	—	—
GQ-100	multi_hop_graph	ERROR	—	—	—	—	—	—	—	—	—
GQ-101	multi_hop_graph	PASS	1.00	—	—	—	—	—	—	24962	0
GQ-102	multi_hop_graph	PASS	1.00	—	—	1.00	0.95	0.00	0.00	12971	4
GQ-103	multi_hop_graph	PASS	1.00	—	—	—	—	—	—	7963	0
GQ-104	treatment_info	PASS	0.50	—	—	1.00	0.50	0.00	0.00	2073	5
GQ-105	condition_department	PASS	0.50	—	—	1.00	0.71	0.00	0.00	8935	2
GQ-106	taxonomy_alias	PASS	1.00	—	—	1.00	0.90	0.70	0.50	17899	5
GQ-107	multi_hop_graph	PASS	1.00	—	—	—	—	—	—	16785	0
GQ-108	treatment_info	PASS	1.00	—	—	1.00	0.94	0.42	0.50	13634	4
GQ-109	practical_info	PASS	1.00	—	—	1.00	0.89	0.00	0.00	11328	4
GQ-110	campus_info	PASS	1.00	—	—	1.00	0.90	0.50	1.00	9547	3
GQ-111	practical_info	PASS	1.00	—	—	1.00	0.85	1.00	0.00	8398	1
GQ-112	practical_info	PASS	1.00	—	—	—	—	—	—	14522	0
GQ-113	service_info	PASS	1.00	—	—	1.00	0.65	0.17	0.00	9463	6
GQ-114	service_info	PASS	1.00	—	—	1.00	0.81	0.50	0.33	7542	4
GQ-115	navigation	PASS	1.00	—	—	1.00	0.80	1.00	1.00	8874	3
GQ-116	referral	FAIL	0.00	—	—	0.33	0.50	0.00	0.00	2055	5
GQ-117	multi_hop_graph	PASS	1.00	—	—	1.00	0.78	0.00	0.00	11789	2
GQ-118	multi_hop_graph	PASS	1.00	—	—	0.82	0.93	0.46	1.00	22260	9
GQ-119	multi_hop_graph	PASS	1.00	—	—	1.00	0.86	0.00	0.00	11567	3
GQ-120	multi_hop_graph	PASS	0.67	—	—	1.00	0.67	0.00	0.50	8701	2
GQ-121	multi_hop_graph	PASS	1.00	—	—	1.00	0.82	1.00	0.50	9953	2
GQ-122	condition_department	FAIL	0.00	—	—	—	—	—	—	10247	0
GQ-123	taxonomy_alias	PASS	1.00	—	—	1.00	0.86	0.00	0.00	11007	3
GQ-124	condition_department	PASS	0.75	—	—	0.92	0.89	0.45	0.50	13157	5
GQ-125	service_info	PASS	1.00	—	—	1.00	0.87	0.25	1.00	11236	4
GQ-126	condition_department	PASS	1.00	—	—	—	—	—	—	11892	0
GQ-127	condition_department	ERROR	—	—	—	—	—	—	—	—	—
GQ-128	condition_department	PASS	1.00	—	—	—	—	—	—	9831	0
GQ-129	entity_disambiguation	PASS	0.75	—	—	1.00	0.88	0.00	0.00	9810	3
GQ-130	condition_department	PASS	1.00	—	—	1.00	0.83	0.25	1.00	12747	4
GQ-131	condition_department	PASS	1.00	—	—	1.00	0.80	1.00	0.00	7559	1
GQ-132	entity_disambiguation	PASS	1.00	—	—	1.00	0.86	0.25	0.00	11975	6
GQ-133	condition_department	PASS	1.00	—	—	—	—	—	—	11107	0
GQ-134	entity_disambiguation	PASS	1.00	—	—	—	—	—	—	11593	0
GQ-135	condition_department	PASS	1.00	—	—	1.00	0.69	0.00	0.00	9268	1
GQ-136	practical_info	PASS	1.00	—	—	—	—	—	—	18042	0
GQ-137	practical_info	PASS	1.00	—	—	1.00	0.78	0.00	0.00	8723	1
GQ-138	compound_word	PASS	1.00	—	—	1.00	0.79	0.50	0.00	8137	4
GQ-139	navigation	PASS	1.00	—	—	1.00	0.80	0.00	0.00	8236	1
GQ-140	practical_info	PASS	1.00	—	—	1.00	0.75	0.00	0.00	7786	3
GQ-141	treatment_info	PASS	1.00	—	—	1.00	0.82	0.00	0.00	10697	4
GQ-142	multi_hop_graph	PASS	1.00	—	—	0.91	0.75	1.00	0.50	10807	1
GQ-143	safety_refusal	PASS	1.00	—	—	—	—	—	—	12237	7
GQ-144	safety_refusal	PASS	1.00	—	—	—	—	—	—	20716	0
GQ-145	out_of_scope	PASS	1.00	—	—	—	—	—	—	5115	0
GQ-146	entity_disambiguation	PASS	1.00	—	—	—	—	—	—	7422	0
GQ-147	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	28	0
GQ-148	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	38	0
GQ-149	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	28	0
GQ-150	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	31	0
GQ-151	adversarial_gcg	PASS	1.00	—	—	0.95	0.92	0.53	0.00	10980	5
GQ-152	adversarial_gcg	PASS	0.50	—	—	1.00	0.94	0.50	1.00	10727	2
GQ-153	adversarial_gcg	FAIL	0.00	—	—	1.00	0.43	0.25	0.00	7603	5
GQ-154	out_of_scope	PASS	1.00	—	—	—	—	—	—	26	0
GQ-155	out_of_scope	PASS	1.00	—	—	—	—	—	—	27	0
GQ-156	out_of_scope	PASS	1.00	—	—	—	—	—	—	35	0
GQ-157	safety_refusal	PASS	1.00	—	—	—	—	—	—	11071	0
GQ-158	safety_refusal	PASS	1.00	—	—	—	—	—	—	2133	0
GQ-159	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	27	0
GQ-160	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	34	0
GQ-161	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	11516	3
GQ-162	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	11853	1
GQ-163	adversarial_gcg	PASS	1.00	—	—	—	—	—	—	10432	0

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Generated by run_evaluation.py at 2026-02-20 04:37 UTC.