Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T18:18:41.816342Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2606.08425.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T18:18:41.816342Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T18:18:41.816342Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T23:17:29.793601Z
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8de9056b-cc86-4425-8d84-6edc35107c02 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87086648-7cca-41be-8ef1-db7e8f846ed1 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Despite this, audio remains chal- lenging due to high temporal density and overlapping signals
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb5c2fb2-1cfb-4f60-bbd5-dde65a0a55ed · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e98fd795-88fe-4e75-9690-0b7e9259655b · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f18adbf5-25f8-40fa-a5f7-13632710850d · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24d7349e-9894-4406-949e-cee72e5ac3ea · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Features are expanded, convolved, and projected back: Xconv = Lin2(σ(DConv17(σ(Lin1(X)))))(6) Zconv = LayerNorm(X+ Dropout(X conv))(7)
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9613ba3d-b698-41f5-94d8-317cf0c32a57 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdc596be-df45-4216-af32-c6b2d368bb5d · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 115aa275-553f-4599-9f93-889365534d99 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Dataset Training Data.We utilize all publicly available subsets of the CoTA dataset [11] hosted on Hugging Face, totaling558,423 instruction-tuning samples
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 135bdaac-3179-4dec-a02a-f79aad756382 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation eb493daf-547d-438b-a03a-d344468e637e · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3e8a8e74-6c68-4f47-af53-8a1f16f91baf · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Perception 31.54 39.6044.3043.62 +12.08Speaker Analysis 39.58 41.67 41.6745.83 +6.25
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 190b6fe1-d79f-4b2b-ace8-fa149f625022 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6711afc-f5dc-4288-8553-142c3a005305 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints This suggests IQ primes the attention layers, enabling CLAP’s semantic an- chor for precise deduction
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4f64e72-d52d-4439-b367-4d7e2f43ec0c · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 629c04d9-fc2c-4d16-bb78-6e9b549dc6b5 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints All scientific content, experi- mental design, and results were produced by the author
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fdaa42c-4302-414d-8f38-de26c1e0ec34 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints The interspeech 2026 audio reasoning chal- lenge: Evaluating reasoning process quality for audio reasoning models and agents
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 999708c9-b3b1-45c6-9cc8-a69c06fd7859 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fce461ad-46db-415f-ad29-e100036b812e · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Chain-of-thought prompting elicits reasoning in large language models,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ecfa943-d059-4ae0-a892-6771ac5ec1d6 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints SALMONN: Towards Generic Hearing Abilities for Large Language Models
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 067fdf0a-b453-4f96-a717-1e9ffdb5a907 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Qwen2-Audio Technical Report
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation abb99b8d-7a9c-4053-b2d4-b1a084a9e238 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Conformer: Convolution-augmented transformer for speech recognition,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 387ad760-700d-4116-8db3-e4f35661f257 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Conformer: Convolution-augmented Transformer for Speech Recognition
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e48cf8d3-602b-48f2-b255-01eef0655aa6 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints E-branchformer: Branchformer with enhanced merging for speech recognition,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5d0cc35-3f15-4763-a460-a9523655e5dc · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Robust speech recognition via large-scale weak supervision,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5b3729a-1b06-47d0-8d7e-370600d52c5b · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Hts-at: A hierarchical token-semantic audio transformer for sound classification and detection,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10e2ec8d-fce5-4c04-b3ec-ab3a0abf4678 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Clap learning audio concepts from natural language supervision,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0167e603-27a1-4ff6-a5a4-e5f578c4e38c · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Audio- reasoner: Improving reasoning capability in large audio language models,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f8f8f6f-73e6-40bc-ae99-7a5d0dfe94aa · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints AudioCaps: Generating captions for audios in the wild,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e03e1551-abe7-4699-a3dc-58d793461027 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Clotho: an audio cap- tioning dataset,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb0466b5-171c-4ca2-8ca3-257bc823e2f9 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints MELD: A multimodal multi-party dataset for emotion recognition in conversations,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e60d5b5f-106d-43d5-94bc-6acc1a0ba74d · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints CoVoST 2 and Massively Multilingual Speech-to-Text Translation
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 35e3c1d8-4b85-44d3-ae3a-1e10a23ff534 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Mustango: Toward controllable text-to-music generation,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d46a9922-240c-492b-a61c-4259fec8c112 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5f52fa5a-5fc0-460d-b1a4-0594fa08280e · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Joint audio and speech understanding,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b41efbd5-ea20-4409-a767-f73043369a62 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d33a810a-b313-4670-8f9b-627a79ebef54 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Gpt-4o: The cutting-edge advance- ment in multimodal llm,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d9f9e8d-5f9e-4426-a25f-0c2a226b3bf4 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cb5360bb-e194-439b-86ef-6f878f12977f · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Baichuan-omni-1.5 technical report,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3a861db-0710-4e74-8976-d67f537ba344 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints DeepSeek-V3 Technical Report
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f299105b-c22c-4a07-9fbf-c9d3999c5d7d · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Qwen2.5-Omni Technical Report
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bfa75435-aa53-4136-bc11-be89dfeb0f28 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Gemini: A Family of Highly Capable Multimodal Models
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2a826166-0b37-4fbf-9328-ad0975aeb000 · outbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints Qwen3-Omni Technical Report
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cb5c2fb2-1cfb-4f60-bbd5-dde65a0a55ed · inbound
TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.