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Qwen-Audio: task-conditioned audio-language pretraining and natural-prompt interaction

Developed hierarchical task-tag conditioning for heterogeneous audio-language pretraining; the later Qwen2 stage replaced tags with natural-language task prompts and added audio-instruction preference adaptation.

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Developed hierarchical task-tag conditioning for heterogeneous audio-language pretraining; the later Qwen2 stage replaced tags with natural-language task prompts and added audio-instruction preference adaptation.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Inherits audio encoders, language models, multitask learning and DPO. One family package with explicit two-stage deltas, not two model-size entries. Qwen2-Audio outputs text responses; it is not the later Thinker/Talker speech-generation architecture. No universal audio understanding guarantee.

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People and systems

Yunfei Chu; Jin Xu; Xiaohuan Zhou; Qian Yang; Shiliang Zhang; Zhijie Yan; Chang Zhou; Jingren Zhou; Haojie Wei; Xipin Wei; Zhifang Guo; Yichong Leng; Yuanjun Lv; Jinzheng He; Junyang Lin

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Qwen-Audio: task-conditioned audio-language pretraining and natural-prompt interaction

Developed hierarchical task-tag conditioning for heterogeneous audio-language pretraining; the later Qwen2 stage replaced tags with natural-language task prompts and added audio-instruction preference adaptation.

Scientific scope

Inherits audio encoders, language models, multitask learning and DPO. One family package with explicit two-stage deltas, not two model-size entries. Qwen2-Audio outputs text responses; it is not the later Thinker/Talker speech-generation architecture. No universal audio understanding guarantee.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Yunfei Chu; Jin Xu; Xiaohuan Zhou; Qian Yang; Shiliang Zhang; Zhijie Yan; Chang Zhou; Jingren Zhou; Haojie Wei; Xipin Wei; Zhifang Guo; Yichong Leng; Yuanjun Lv; Jinzheng He; Junyang Lin

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources