ResearchBenchmarksQuestion Answering on 100-question benchmarkQuestion Answering on 100-question benchmarkFollow2.92Average ScoreQLoRA FT2.26482.43492.6052.7751Mar 3, 2026Evaluation resultsMethodMethodLinksAverage ScoreChange in Average ScoreScore 3 (Sc-3)Score 2 (Sc-2)Low Quality RateLatency (s)Speedup FactorQLoRA FTCase=B, Model=Swallow-8BCase=B, Model=Swallow-8B2026.032.920.63928014.23GraphRAGCase=C, Model=Swallow-20BCase=C, Model=Swallow-20B2026.032.620.3377101331.11.4Plain LLMCase=A, Model=Swallow-20BCase=A, Model=Swallow-20B2026.032.29—60122842.21