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Long-Context Understanding

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 81 papers

Title	Date	Tasks	Status	Hype
XL^2Bench: A Benchmark for Extremely Long Context Understanding with Long-range Dependencies	Apr 8, 2024	Long-Context UnderstandingReading Comprehension	—Unverified	0
Long-context LLMs Struggle with Long In-context Learning	Apr 2, 2024	2kIn-Context Learning	CodeCode Available	5
FABLES: Evaluating faithfulness and content selection in book-length summarization	Apr 1, 2024	Long-Context Understanding	CodeCode Available	2
InternLM2 Technical Report	Mar 26, 2024	4kLong-Context Understanding	CodeCode Available	9
LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images	Mar 18, 2024	Long-Context UnderstandingTextVQA	CodeCode Available	3
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context	Mar 8, 2024	1 Image, 2*2 StitchingCode Generation	CodeCode Available	3
The Claude 3 Model Family: Opus, Sonnet, Haiku	Mar 4, 2024	1 Image, 2*2 StitchingArithmetic Reasoning	—Unverified	0
Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models	Feb 3, 2024	Logical ReasoningLong-Context Understanding	—Unverified	0
Gemini: A Family of Highly Capable Multimodal Models	Dec 19, 2023	1 Image, 2*2 StitchingArithmetic Reasoning	CodeCode Available	1
Marathon: A Race Through the Realm of Long Context with Large Language Models	Dec 15, 2023	Long-Context UnderstandingMultiple-choice	CodeCode Available	1

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All datasets MMNeedle Ada-LEval (BestAnswer)Ada-LEval (TSort)L-Eval LongBench

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4o	1 Image, 4*4 Stitching, Exact Accuracy	83	—	Unverified
2	GPT-4V	1 Image, 4*4 Stitching, Exact Accuracy	54.72	—	Unverified
3	Gemini Pro 1.5	1 Image, 4*4 Stitching, Exact Accuracy	39.85	—	Unverified
4	Gemini Pro 1.0	1 Image, 4*4 Stitching, Exact Accuracy	24.78	—	Unverified
5	LLaVA-Llama-3	1 Image, 4*4 Stitching, Exact Accuracy	17.5	—	Unverified
6	Claude 3 Opus	1 Image, 4*4 Stitching, Exact Accuracy	12.3	—	Unverified
7	IDEFICS2-8B	1 Image, 4*4 Stitching, Exact Accuracy	7.8	—	Unverified
8	InstructBLIP-Flan-T5-XXL	1 Image, 4*4 Stitching, Exact Accuracy	6.2	—	Unverified
9	CogVLM2-Llama-3	1 Image, 4*4 Stitching, Exact Accuracy	0.9	—	Unverified
10	mPLUG-Owl-v2	1 Image, 4*4 Stitching, Exact Accuracy	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4-Turbo-1106	1k	74	—	Unverified
2	GPT-4-Turbo-0125	1k	73.5	—	Unverified
3	Claude-2	1k	65	—	Unverified
4	GPT-3.5-Turbo-1106	1k	61.5	—	Unverified
5	InternLM2-7b	1k	58.6	—	Unverified
6	Vicuna-13b-v1.5-16k	1k	53.4	—	Unverified
7	ChatGLM3-6b-32k	1k	39.8	—	Unverified
8	Vicuna-7b-v1.5-16k	1k	37	—	Unverified
9	LongChat-7b-v1.5-32k	1k	32.4	—	Unverified
10	ChatGLM2-6b-32k	1k	31.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4-Turbo-1106	2k	18.5	—	Unverified
2	GPT-4-Turbo-0125	2k	15.5	—	Unverified
3	Vicuna-13b-v1.5-16k	2k	5.4	—	Unverified
4	Vicuna-7b-v1.5-16k	2k	5.3	—	Unverified
5	LongChat-7b-v1.5-32k	2k	5.3	—	Unverified
6	InternLM2-7b	2k	5.1	—	Unverified
7	Claude-2	2k	5	—	Unverified
8	GPT-3.5-Turbo-1106	2k	4	—	Unverified
9	ChatGLM3-6b-32k	2k	2.3	—	Unverified
10	ChatGLM2-6b-32k	2k	0.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GALI(Llama3-8b-ins-4k-to-16k)	Average Score	59.21	—	Unverified
2	GALI(Llama3-8b-ins-4k-to-32k)	Average Score	59.1	—	Unverified
3	GALI(Llama3-8b-ins-8k-to-32k)	Average Score	42.79	—	Unverified
4	GALI(Llama3-8b-ins-8k-to-16k)	Average Score	42.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GALI(Llama3-8b-ins-4k-to-16k)	Average Score	46.22	—	Unverified
2	GALI(Llama3-8b-ins-8k-to-32k)	Average Score	45.38	—	Unverified
3	GALI(Llama3-8b-ins-8k-to-16k)	Average Score	45.17	—	Unverified