ODP (Mixture-of-experts routing): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 2 beat it on benchmarks — #86 of 1370 most-superseded. Sub-problem: cluster led by MoEQuant. Newer alternatives in the same sub-problem include BitsMoE, GEMQ, KBVQ-MoE, MC# (Mixture-Compressor-sharp).

Superseded baseline#86 of 1,370 most-superseded

ODP

Mixture-of-experts routing

superseded — cited as a baseline and beaten by newer methods

0 papers critique it · 2 beat it on benchmarks

Beaten on benchmarks

Head-to-head results where a newer method reports beating ODP. Values are copied from the source paper's tables — verify against the cited paper.

PESF beats ODP · Avg [Mixtral-8x7B, α=0.3]
72.19 vs 71.98
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models
PESF beats ODP · Avg [Phi3.5-moe, α=0.3]
69.27 vs 68.92
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models
PESF beats ODP · Avg [Deepseek-moe-16b-base, α=0.3]
61.28 vs 61.19
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models
PESF beats ODP · Avg [Qwen1.5-MoE-A2.7B, α=0.3]
64.64 vs 64.48
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models
Ban beats ODP · Speedup [Deepseek-V2-Lite-Chat]
1.22 vs 1.19
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · GSM8K/AIME24 [Deepseek-V2-Lite-Chat]
66.11 vs 64.76
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · Math500 [Deepseek-V2-Lite-Chat]
25.00 vs 23.20
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · GPQA [Deepseek-V2-Lite-Chat]
24.24 vs 23.23
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · Livecodebench [Deepseek-V2-Lite-Chat]
8.50 vs 7.75
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · HumanEval+ [Deepseek-V2-Lite-Chat]
48.17 vs 46.95
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · Speedup [Deepseek-v2.5-1210]
1.24 vs 1.20
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing
Ban beats ODP · Math500 [Deepseek-v2.5-1210]
80.60 vs 80.20
Ban&Pick: Ehancing Performance and Efficiency of MoE-LLMs via Smarter Routing

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.