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Long-context Question Answering on Qasper

83.09F1CE-GOCD
2.500423.422744.34565.2673Sep 11, 2024Dec 4, 2024Feb 26, 2025May 21, 2025Aug 13, 2025Nov 5, 2025Jan 29, 2026

Evaluation results

MethodLinks
CE-GOCDLLM=Qwen-plus2026.0183.0982.9383.42
CE-GOCDLLM=DeepSeek-V32026.0178.8478.179.84
CE-GOCDLLM=GPT-42026.0178.6977.4480.38
Embedding retrievalLLM=GPT-42026.0175.4275.0876.07
LLM onlyLLM=Qwen-plus2026.0175.3975.5975.53
LLM onlyLLM=GPT-42026.0175.3176.3174.64
BM25LLM=GPT-42026.0174.8774.6275.5
MindMapLLM=GPT-42026.0173.874.373.59
KAGLLM=GPT-42026.0171.1766.2977.03
LLM onlyLLM=DeepSeek-V32026.0169.0862.7777.06
PathRAGLLM=GPT-42026.0168.563.9874.23
MistralTraining Protocol=Trained from scratch, Training Tokens=>1T, Input Context Length=16K2024.0925.8——
GSATraining Protocol=Finetuned from Mistral 7B, Training Tokens=20B, Input Context Length=16K, Base Model=Mistral 7B2024.0918.8——
GLATraining Protocol=Finetuned from Mistral 7B, Training Tokens=20B, Input Context Length=16K, Base Model=Mistral 7B2024.0918.4——
RetNetTraining Protocol=Finetuned from Mistral 7B, Training Tokens=20B, Input Context Length=16K, Base Model=Mistral 7B2024.0911.1——
RWKV6Training Protocol=Trained from scratch, Training Tokens=>1T, Input Context Length=16K2024.099.2——
MambaTraining Protocol=Trained from scratch, Training Tokens=>1T, Input Context Length=16K2024.095.6——