Pith. sign in

Paper Citation Record · LEDGER

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2606.02615.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.02615 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-01T16:02:03.730543Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T00:48:21.716770Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

  • verified exact12
  • verified fuzzy21
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch9

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 100650ba-2af2-4dd0-bed3-df7ff5719387 · outbound

This paper cites 2024 , eprint=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2024 , eprint=

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.888270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:6eb401ff7234d66459d624de2a589eb617916ddb4e49b22f0698610af6d97073

Observation 5fb8da32-c882-44de-9a88-352d5d8e68cb · outbound

This paper cites Proceedings of the 2022 conference of the North American chapter of the Association for Computational Linguistics: Human Language Technologies , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Proceedings of the 2022 conference of the North American chapter of the Association for Computational Linguistics: Human Language Technologies , pages=

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.904131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:4b9c7c692819f5167586a8580ff846da939d1f9e33389fb331bfef76b98386d8

Observation 8a4b6628-df5f-4527-bc3e-2f11e12885a2 · outbound

This paper cites 2509.13395 , archivePrefix=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2509.13395 , archivePrefix=

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.448105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:8bf20b6faa1797f88ec9701686d9a1eb703aed57d0c687a906ba8d5879c53884

Observation 3d6ecf97-c5b8-4f79-9d4b-e6911ba262e8 · outbound

This paper cites 2025 , organization=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2025 , organization=

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.906128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ffaee4c3f0aeda552c6b5f3bc2999e95d1c08864717f58cfb1a1fb16bbdc22a8

Observation 3dc9f0ab-95d5-4bf6-a30f-307cb90e7686 · outbound

This paper cites 2024 , organization=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2024 , organization=

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.900170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:88f93813ad48135739f5f426df18c101487be71ac8ad26993032f2aaae302168

Observation d114ab8e-da10-46b1-906b-70b121366bd2 · outbound

This paper cites 2512.18263 , archivePrefix=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2512.18263 , archivePrefix=

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.450603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ad7b6d6238b9769d4d0035eed65030c7fd5b7f4f033810788a1d87fba0fdfc4b

Observation f3dea2a0-5949-49be-bd21-66a3d7894bc4 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.909910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:026ad5ab7b6a34d0c2c84c603cceb147005b9f0917120132e486634b73637184

Observation 5551b31c-22c0-41b0-97e7-10bc0d694835 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.909734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:c1595bf744e2ab0fb54b5c58a2cbce2c1a3ccc84c702e14e29c4be307293533e

Observation 28752423-09a4-4be6-bb59-87d2ef0b40bf · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.911794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:630a18effa542cb2e44d3b4f54e66bf19d58be30466c07b0f1c9f4388795f710

Observation 3e2aaccf-ac38-461b-9c67-43c46ef3bcb8 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.904287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:f0ac4a09c79c0dee56a26344604ee0f2eb385c2a9dad0a58dd3d03b51ade6d1e

Observation 3b2a5330-11fb-4758-a40f-9aa1fb82eafe · outbound

This paper cites 2024 , organization=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2024 , organization=

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.908048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:d06654753470f4f10470385804cf4d3760462ef4907045ba8b4bc202a9dfa4f2

Observation 2f9c7d27-5318-4020-9f9e-4309d4e06672 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.893637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:82d9cb3536df33aa37f32a3f6c900ba489a7d0a2ded44188564a98dc8cb6c50a

Observation 4bd9abab-54e0-48fe-bd4f-3bf9516fe489 · outbound

This paper cites 2025 , volume=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2025 , volume=

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.905847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:1f80aa6edda84ffac2d2cf301315d90af462238753666f45e736f650e57a113c

Observation 900e4fbf-7376-4734-8dd5-56d53cf45b6c · outbound

This paper cites SMILE: Speech Meta In-Context Learning for Low-Resource Language Automatic Speech Recognition.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations SMILE: Speech Meta In-Context Learning for Low-Resource Language Automatic Speech Recognition

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T16:05:49.445613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ba94380c7813ac05585745fd8ac6e0288d7731d494300e95b3836921720946e0

Observation bb94b4f1-0af3-4645-ad45-974f52cdc3b2 · outbound

This paper cites 2021 , booktitle =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2021 , booktitle =

Reference 15

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.101659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:09a42a8deda413c1d24cd3fa0cfb221b8e03f674ae46b8bea8cdddcbcf189df4

Observation 6a381785-6ce0-4ce9-a451-ced3b39e10dc · outbound

This paper cites and Branson, M.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations and Branson, M

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.894897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:c0318b8b4db9d804c1704bfb744844410af7b824ada668f90bd3cf1251d0993b

Observation 2fc44590-8c2b-41bc-a9fe-71ff1ac2a118 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.907592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:6d373c57d4bed3ed1b357cb4eecd513a9b3cd80c84cc515c28c22ef92330709c

Observation 13c241d0-be4e-4a84-a3ff-0bb6fbde16bb · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:22:19.897904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:7ddb464cc158e437555c2080b4e4ccb2ea9d5bbe4b4bc1cf77283b0d15adbae6

Observation 5b57d860-beec-41c3-a681-0891d5710dc0 · outbound

This paper cites J., Hasegawa-Johnson, M., Jiang, P.-P., Kuila, A., Lea, C., MacDonald, B., Mantena, G., Ravichandran, V ., Sari, L., Tomanek, K., Yoo, C.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations J., Hasegawa-Johnson, M., Jiang, P.-P., Kuila, A., Lea, C., MacDonald, B., Mantena, G., Ravichandran, V ., Sari, L., Tomanek, K., Yoo, C

Reference 19

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.105426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:fb7abae80f5827e04a953799058332d8036bf8b7c9b218df61bf8c9e8087f639

Observation 49b2dcd6-4fbb-4978-9b91-88996393c902 · outbound

This paper cites an unresolved cited work.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-07-06T11:12:20.574299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:cdbfc0ffb6c580a871fdeed21f64e8e14c8d37af27f866ce2a2376f307c2cc99

Observation d8fcc95d-87dc-4b59-ab92-d9cfa8fc4d86 · outbound

This paper cites 2019 , publisher=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2019 , publisher=

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.528341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:e024611db9b2e9ff16718bd28f310a6814873fdbdac6c5a82a3cb32357e47875

Observation 21b30659-5825-4f06-a057-794c982f2b21 · outbound

This paper cites NeurIPS , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations NeurIPS , pages=

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.532027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:c00d86e77ce575a29cd33c644de8bd5facd21952bdb943a65ffbf6af69550c64

Observation b43d90bc-d4cc-4169-bb4b-6e43dc3704f5 · outbound

This paper cites COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.465629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:d8c96898045cbedd297129f4e043a6b35a33f84bfcac55e365ca25153e40979f

Observation 49b7569c-3b6e-4ad6-8a46-487ea5338456 · outbound

This paper cites EMNLP , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations EMNLP , pages=

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.569028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:debb8cd4c873c43524a716c16f62de7c3b8beb7f69d9513ff2543c6287a11ff9

Observation f80df4a6-bb58-4fbc-842c-7c371ca1d044 · outbound

This paper cites 2026 , eprint=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2026 , eprint=

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.567281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:8e5a62d5eeac3b0227652687b6b87786fd69d5fe6fb5e249307f47b9134c14ce

Observation 49703855-e992-4eb3-bee2-25a239ac8718 · outbound

This paper cites 2026 , eprint =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations 2026 , eprint =

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.557260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ff496dcf7a6ab74dbcaff45af0afc6c069c9c7f79f53cd47edaccba95b94a39f

Observation 81628fbb-4e22-49dd-95fe-2599895bb195 · outbound

This paper cites Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T16:05:49.458157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ee5e24c165f9500dd7b8eb3db4ea5000a4f8b745a970b1d9ca98cebab7565a81

Observation 552f039d-3522-497c-b04a-8b6e5212ed51 · outbound

This paper cites International Conference on Learning Representations , volume=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations International Conference on Learning Representations , volume=

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.570988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:c3c05119570f2d8d4934b367cae1ca254a53e109961d099747016a8d06c740f8

Observation 7d5ba8e0-a0eb-4a9b-bb24-d231985dc198 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Advances in Neural Information Processing Systems , volume=

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.564071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:59ba6a030ec9de55e41a9c183704f357dd78540b91d5e04f760df1e10e72b9e4

Observation 2136f8e5-2d87-4d78-a773-d4ca2327d667 · outbound

This paper cites Proceedings of the 40th International Conference on Machine Learning , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Proceedings of the 40th International Conference on Machine Learning , pages=

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.562454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:5790c799c72b8c29910cb89da41e2801f5c2b89ec05dc7c709adcb49e798b85b

Observation 0c82c78f-6d99-4a28-b3f1-ddc62c5d1d4f · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 31

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T16:05:49.470359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ebca41fbb6f97cbbb1af5bc8e6859f83e54f8e0e776b0d2957885eaca062313a

Observation 176d9d46-6a69-4e12-9c23-a1d2b3086a15 · outbound

This paper cites Proximal Policy Optimization Algorithms.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Proximal Policy Optimization Algorithms

Reference 32

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T16:05:49.455669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:fdcc49a34899f2be0d2d993d3415f59ef79d6b08c5127e34adc26955d483958e

Observation 86e31527-3617-405a-8220-1cebf15b0197 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 33

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T16:05:49.460704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:ebac59a71a50113873aeaac40390609c64ebf2e3788a9e2d9d372cc9a8489bca

Observation 60849d4a-76ba-4427-a38c-e66a1a33a15b · outbound

This paper cites International Conference on Learning Representations , year=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations International Conference on Learning Representations , year=

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.565726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:64557dc6bbd8e963b625ac349a303e1f18837ea572ae1d143f6a6bd3e82cbf03

Observation ab35d732-2910-4868-8cd7-d662b55798ce · outbound

This paper cites Towards general auditory intelligence: Large multimodal models for machine listening and speaking.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Towards general auditory intelligence: Large multimodal models for machine listening and speaking

Reference 35

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T16:05:49.463150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:2b2db2297568cab0abcf7916a8a958d1da1a15b44c79f64d2f790cd7de6fcb61

Observation 47dd6fc9-9900-4e87-9702-d096b98d779b · outbound

This paper cites SALMONN-omni: A Standalone Speech LLM without Codec Injection for Full-duplex Conversation , url =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations SALMONN-omni: A Standalone Speech LLM without Codec Injection for Full-duplex Conversation , url =

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.572691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:6783f6b505faddd8330a8ab70d406224c903b644005f682d34e7137261e84503

Observation 4612f6c6-bec0-4bc9-8f56-38fd0d61d535 · outbound

This paper cites doi:10.21437/Interspeech.2025-764 , issn =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations doi:10.21437/Interspeech.2025-764 , issn =

Reference 37

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.103518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:7e899bfdc3df6db714c9909abbf0d513ccfd3076783d558e0c1464af3ddd9830

Observation 1baf4bab-59c3-47cd-8b1a-451f0409d6f6 · outbound

This paper cites EURASIP Journal on Audio, Speech, and Music Processing , volume=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations EURASIP Journal on Audio, Speech, and Music Processing , volume=

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.899992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:96faf4dbcbbec10ed98ed0affbe68678955b3a39c1944d1e483879b06deb1093

Observation 1e08462d-674a-4d2b-8072-18739784a3c6 · outbound

This paper cites Proceedings of the 2nd Workshop on Child, Computer and Interaction , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Proceedings of the 2nd Workshop on Child, Computer and Interaction , pages=

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:22:19.911567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:bbffda8c33a2b6b3630121d3efa4dee141dbef4ffb5f586bbb21f26f435afd7d

Observation bd0fd161-0bf7-40ec-b5f7-711398b12421 · outbound

This paper cites Computer speech & language , volume=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Computer speech & language , volume=

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.560669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:59aeccd23691b1f6e0bc32af670d045ee3a7e4cc77f7f4c135064f8408ad0ebe

Observation 8a92bde8-6a87-45d0-8088-d68f014aeb11 · outbound

This paper cites Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.479728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:18fffc6e6554036af63a6c25dd73b4849d55c93a95cdfebc5d10cd1528fda1f8

Observation 908f10dc-06eb-4515-9197-97752fbe235a · outbound

This paper cites Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T16:05:49.453256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:b159dc1fbaa0ec45a3828a41482a2ca8edf4999d7d8dd74238c43d1436a27382

Observation d48cb5d9-1720-4b61-8aaf-60e4de9cb8e9 · outbound

This paper cites Omni-r1: Do you really need audio to fine-tune your audio llm?.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Omni-r1: Do you really need audio to fine-tune your audio llm?

Reference 44

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T16:05:49.477322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:cc41d8820764dec214055a840ec09b7406916d83de837a6387b304696b9f8494

Observation 19784408-a3e6-4bcf-9208-d133f9614463 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-06T11:12:20.558978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:919c96b62e5a223fbb777d894cdc261e7f3a21d2abdc42cf11cd023d4f42f772

Observation 42d5cbb8-dd2d-4ae8-a603-92fc6976eb35 · outbound

This paper cites arXiv preprint arXiv:2509.16990 , year=.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations arXiv preprint arXiv:2509.16990 , year=

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.475038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:5609c9868664e3275d0759abebf5d963a9e939cc668704e5641ac3a3a4f7f61e

Observation b1d16564-20a7-4876-b3a1-05e702cd7c22 · outbound

This paper cites Group Relative Policy Optimization for Speech Recognition.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Group Relative Policy Optimization for Speech Recognition

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:05:49.472749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:0df43a2f6cc40d8c062fd423b91b89384ede506006993967456e2537d47dddea

Observation 4b754b52-8c73-4d24-8a4f-8e54aab564bc · outbound

This paper cites Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks

Reference 48

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.107121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:87b47d5a2c046fd89f58c73325321873fe4572da05fc069a3dc2f39f0d7c39df

Observation f2f02e83-32fe-402c-9ba5-18f9d0fa296f · outbound

This paper cites doi:10.21437/Interspeech.2024-1932 , issn =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations doi:10.21437/Interspeech.2024-1932 , issn =

Reference 49

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.108813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:93aba6c1cdb250f94f6f46c4fef5c0a063631cc66fbcec8fc2273b0a3d911106

Observation 2cae6872-aa74-4ba7-8740-d5dafd2e2dcf · outbound

This paper cites doi:10.21437/Interspeech.2025-1467 , issn =.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations doi:10.21437/Interspeech.2025-1467 , issn =

Reference 50

Resolution
verified exact
doi, observed 2026-07-01T16:05:49.110341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:3e0ba0cb45a25ae8edeab92a1d7dab9b59803d48f63ad786c78c0384f0bdd1dd

Observation 4b89d36e-bf42-4ae9-9385-40743ad1cfb5 · outbound

This paper cites Multimodal In-context Learning for ASR of Low-resource Languages.

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations Multimodal In-context Learning for ASR of Low-resource Languages

Reference 51

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T16:05:49.467885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T16:02:03.730543Z digest=sha256:2fb0df6c5ec33c300c584d156aa7caa15fa1f0df8347db5980c114b58d23f3fb

Pith citing papers

Observation 64788853-d44f-4683-9f8e-9a7dc9575e1c · inbound

CHILDES-Aligned: A Curated Children's Speech Dataset via Multi-Model Timestamp Ensembling cites this paper.

CHILDES-Aligned: A Curated Children's Speech Dataset via Multi-Model Timestamp Ensembling FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-12T00:48:21.716770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T00:48:21.716770Z digest=sha256:f94181ac638a0a5281266b22ac4e611daae50f4e76b1a638e4d3bac46ff9f0ca