Conversational Recommendation

Benchmarks

Dataset Name	SOTA Method	Metric
INSPIRED (test)	KERL	R@110.6	52	4d ago
REDIAL	ConvRec-R1 (Llama-3.2-3B)	Recall@50.2691	40	1mo ago
REDDIT V2 (test)	CRAG	Recall@511.46	26	1mo ago
REDDIT V2	Llama-3.2-3B + SFT + Rank-GRPO (exp∞)	Recall@511.78	23	1mo ago
ReDial	BARCOR_ReDial	User Satisfaction2.3	15	1mo ago
INSPIRED	BARCOR_OpenDialKG	User Satisfaction2.2	15	1mo ago
MovieBot	IAI MovieBot	User Satisfaction2.5	15	1mo ago
SafeMovie	GPT-5.2	Recall@58.27	13	1mo ago
TG-ReDial	UCCR	HR@100.0232	13	1mo ago
SafeGame	SafeCRS (Llama-3.1-8B)	Recall@527.02	11	1mo ago
Yelp (test)	ReAct	Success Rate57	10	1mo ago
Amazon Reviews Game 2023 (test)	ActCRS	SR43	10	1mo ago
Amazon Book Reviews 2023 (test)	MACRS	SR63	10	1mo ago
ReDial (test)	KERL	Recall@15.6	9	1mo ago
MUSE Multimodal Fashion (test)	HARPO	R@110.2	5	4d ago
ReDial n=200	HARPO	Rec.Q Score4.08	4	4d ago
PEARL (test)	RecSim-Qwen8B	Recall@12.17	4	29d ago
GoRecDial 1.0 (test)	CR-Walker	T@181.1	4	1mo ago
REDIAL	KBRD	Recall@13	4	1mo ago
INSPIRED Offline 1.0	Llama2 + FNSCRS	R@19.32	4	1mo ago
ReDial 1.0 (Offline)	Llama2 + FNSCRS	R@14.46	4	1mo ago
MUSE (n=200)	HARPO	Recommendation Quality (Rec.Q)4.16	3	4d ago
INSPIRED (n=200)	HARPO	Rec.Q3.96	3	4d ago

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