Question Answering on TriviaQA

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	SpanBERT	83.6	No	SpanBERT: Improving Pre-training by Representing...	2019-07-24	Code
2	BigBird-etc	80.9	No	Big Bird: Transformers for Longer Sequences	2020-07-28	Code
3	DPA-RAG	80.1	No	Understand What LLM Needs: Dual Preference Align...	2024-06-26	Code
4	LinkBERT (large)	78.2	No	LinkBERT: Pretraining Language Models with Docum...	2022-03-29	Code
5	DyREX	77.37	No	DyREx: Dynamic Query Representation for Extracti...	2022-10-26	Code
6	Search-o1	74.1	No	Search-o1: Agentic Search-Enhanced Large Reasoni...	2025-01-09	Code
7	MemoReader	73.26	Yes	-	-	-
8	S-Norm	71.32	Yes	Simple and Effective Multi-Paragraph Reading Com...	2017-10-29	Code
9	UnitedQA (Hybrid reader)	70.3	No	UnitedQA: A Hybrid Approach for Open Domain Ques...	2021-01-01	-
10	Reading Twice for NLU	56.73	No	Dynamic Integration of Background Knowledge in N...	2017-06-08	-
11	Mnemonic Reader	52.85	No	Reinforced Mnemonic Reader for Machine Reading C...	2017-05-08	Code
12	MEMEN	46.9	No	MEMEN: Multi-layer Embedding with Memory Network...	2017-07-28	-
13	ReasonBERTR	45.5	No	ReasonBERT: Pre-trained to Reason with Distant S...	2021-09-10	Code
14	ReasonBERTB	37.2	No	ReasonBERT: Pre-trained to Reason with Distant S...	2021-09-10	Code