Method Drift›Speculative decoding
HSL
Speculative decoding
present, but with little supersession signal in the knowledge base
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating HSL. Values are copied from the source paper's tables — verify against the cited paper.
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 1, HumanEval]
129 vs 155
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 1, GSM8K]
145 vs 174
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 2, HumanEval]
134 vs 184
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 2, GSM8K]
168 vs 223
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 3, HumanEval]
152 vs 244
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 3, GSM8K]
186 vs 296
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 4, HumanEval]
108 vs 132
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · TPT [Scenario 4, GSM8K]
139 vs 165
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · ECS [HumanEval]
56 vs 71
- PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
PipeSD beats HSL · ECS [GSM8K]
84 vs 102
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.