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Question Answering on IntraBench (test)

75.9AccuracyIntrAgent
41.16450.18259.268.218Apr 23, 2026
Updated 6mo ago

Evaluation results

MethodLinks
IntrAgentBackbone Model=Gemini-2.5 Pro2026.0475.9
IntrAgentBackbone Model=GPT-4.12026.0475.8
IntrAgentBackbone Model=DS-R12026.0474.4
IntrAgentBackbone Model=o4-mini2026.0473.8
IntrAgentBackbone Model=o32026.0473.4
IntrAgentBackbone Model=GPT-4o2026.0470
IntrAgentBackbone Model=Llama-3.1-70B2026.0468.8
LongRAGBackbone Model=DS-R12026.0465.5
LongRAGBackbone Model=GPT-4.12026.0464.7
Vanilla RAG all-MiniLM-L6-v2Backbone Model=DS-R12026.0464.3
Vanilla RAG E5-mistral-7b-instructBackbone Model=GPT-4.12026.0464.2
Vanilla RAG E5-mistral-7b-instructBackbone Model=DS-R12026.0463.8
Context. RAG E5-mistral-7b-instructBackbone Model=GPT-4.12026.0463.8
SciMasterBackbone Model=DS-R12026.0463.3
Vanilla RAG GritLM-7BBackbone Model=GPT-4.12026.0463.2
Vanilla RAG GritLM-7BBackbone Model=DS-R12026.0463.2
Context. RAG E5-mistral-7b-instructBackbone Model=DS-R12026.0462.8
Context. RAG GritLM-7BBackbone Model=GPT-4.12026.0462.8
Agentic-Hybrid-RAGBackbone Model=DS-R12026.0462.3
LongRAGBackbone Model=GPT-4o2026.0462.1
Vanilla RAG all-MiniLM-L6-v2Backbone Model=Gemini-2.5 Pro2026.0461.8
Context. RAG GritLM-7BBackbone Model=DS-R12026.0461.6
Context. RAG GritLM-7BBackbone Model=Gemini-2.5 Pro2026.0461.6
Vanilla RAG all-MiniLM-L6-v2Backbone Model=o4-mini2026.0461.5
R2AGBackbone Model=DS-R12026.0461.5
Vanilla RAG E5-mistral-7b-instructBackbone Model=o4-mini2026.0461.4
Vanilla RAG GritLM-7BBackbone Model=Llama-3.1-70B2026.0461.4
Vanilla RAG all-MiniLM-L6-v2Backbone Model=GPT-4.12026.0461.2
Context. RAG GritLM-7BBackbone Model=GPT-4o2026.0460.8
Context. RAG E5-mistral-7b-instructBackbone Model=GPT-4o2026.0460.7
Context. RAG GritLM-7BBackbone Model=o4-mini2026.0460.7
Vanilla RAG E5-mistral-7b-instructBackbone Model=Llama-3.1-70B2026.0460.5
Vanilla RAG all-MiniLM-L6-v2Backbone Model=o32026.0460.4
Vanilla RAG GritLM-7BBackbone Model=GPT-4o2026.0460.4
Vanilla RAG all-MiniLM-L6-v2Backbone Model=GPT-4o2026.0460.3
Vanilla RAG E5-mistral-7b-instructBackbone Model=o32026.0460.3
Agentic-Hybrid-RAGBackbone Model=GPT-4.12026.0460.2
Vanilla RAG E5-mistral-7b-instructBackbone Model=Gemini-2.5 Pro2026.0459.9
Agentic-Hybrid-RAGBackbone Model=GPT-4o2026.0459.8
Vanilla RAG GritLM-7BBackbone Model=o32026.0459.7
R2AGBackbone Model=GPT-4.12026.0459.5
Vanilla RAG E5-mistral-7b-instructBackbone Model=GPT-4o2026.0459.4
R2AGBackbone Model=GPT-4o2026.0459.4
Vanilla RAG all-MiniLM-L6-v2Backbone Model=Llama-3.1-70B2026.0459.2
Context. RAG GritLM-7BBackbone Model=Llama-3.1-70B2026.0459.2
Context. RAG E5-mistral-7b-instructBackbone Model=o32026.0459.1
SciMasterBackbone Model=GPT-4o2026.0459
Context. RAG E5-mistral-7b-instructBackbone Model=Gemini-2.5 Pro2026.0458.9
Context. RAG E5-mistral-7b-instructBackbone Model=Llama-3.1-70B2026.0458.9
Vanilla RAG GritLM-7BBackbone Model=o4-mini2026.0458.4
Vanilla RAG GritLM-7BBackbone Model=Gemini-2.5 Pro2026.0458.4
Context. RAG GritLM-7BBackbone Model=o32026.0458.4
Context. RAG E5-mistral-7b-instructBackbone Model=o4-mini2026.0458.3
LongRAGBackbone Model=o4-mini2026.0458.3
SciMasterBackbone Model=o4-mini2026.0458.1
Agentic-Hybrid-RAGBackbone Model=o4-mini2026.0457.8
SciMasterBackbone Model=GPT-4.12026.0457.6
Agentic-Hybrid-RAGBackbone Model=o32026.0457.5
LongRAGBackbone Model=Llama-3.1-70B2026.0457.4
Agentic-Hybrid-RAGBackbone Model=Gemini-2.5 Pro2026.0457.2
SciMasterBackbone Model=o32026.0457.2
SciMasterBackbone Model=Gemini-2.5 Pro2026.0457.2
LongRAGBackbone Model=Gemini-2.5 Pro2026.0457.1
LongRAGBackbone Model=o32026.0457
SciMasterBackbone Model=Llama-3.1-70B2026.0457
R2AGBackbone Model=o32026.0456.6
Agentic-Hybrid-RAGBackbone Model=Llama-3.1-70B2026.0456.6
LUMOSBackbone Model=o4-mini2026.0456.4
R2AGBackbone Model=Llama-3.1-70B2026.0456.1
R2AGBackbone Model=Gemini-2.5 Pro2026.0455.6
LUMOSBackbone Model=DS-R12026.0455.4
R2AGBackbone Model=o4-mini2026.0455.3
LUMOSBackbone Model=o32026.0455.2
LUMOSBackbone Model=Gemini-2.5 Pro2026.0454.9
LUMOSBackbone Model=Llama-3.1-70B2026.0454.4
PaperQA2Backbone Model=DS-R12026.0454
PaperQA2Backbone Model=Llama-3.1-70B2026.0453.8
LUMOSBackbone Model=GPT-4.12026.0452.1
PaperQA2Backbone Model=o32026.0451.8
PaperQA2Backbone Model=Gemini-2.5 Pro2026.0451.2
LUMOSBackbone Model=GPT-4o2026.0450.2
PaperQA2Backbone Model=o4-mini2026.0449.2
PaperQA2Backbone Model=GPT-4.12026.0448.9
PaperQA2Backbone Model=GPT-4o2026.0447.7
DRAGINBackbone Model=DS-R12026.0446.9
DRAGINBackbone Model=o4-mini2026.0446.9
DRAGINBackbone Model=Gemini-2.5 Pro2026.0445.9
DRAGINBackbone Model=Llama-3.1-70B2026.0445.4
DRAGINBackbone Model=GPT-4.12026.0444.6
DRAGINBackbone Model=o32026.0444
DRAGINBackbone Model=GPT-4o2026.0442.5