Paper Citation Record · LEDGER

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

As of 22 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 13 inbound Pith citation observations for arXiv:2506.16381.

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

pith.paper-citation-record.v1
2506.16381 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:32:31.021219Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:14:43.938774Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy11
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 1c4c5413-a55b-420f-8993-e950f3df6c01 · outbound

This paper cites Natural language guidance of high-fidelity text-to-speech with synthetic annotations.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Natural language guidance of high-fidelity text-to-speech with synthetic annotations

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:30.935359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91eef112-d517-4018-9592-b53ce9e3043a · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems LLM Evaluators Recognize and Favor Their Own Generations

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:30.939918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03331a2-b034-4e69-b52b-507ea25d091f · outbound

This paper cites when saying …, raise your voice.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems when saying …, raise your voice

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.254377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f200a37-6991-4fba-bf76-442b572898eb · outbound

This paper cites like,” “imagine,.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems like,” “imagine,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.185406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0db05b81-2181-44f9-8ddd-52823d3163cf · outbound

This paper cites Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:30.952653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b56e1c-db55-4849-9e07-15ac14b7bf04 · outbound

This paper cites high female pitch.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems high female pitch

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.301900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f06d8854-60c0-45f2-9703-7a8dc91a2b40 · outbound

This paper cites hoarse,” “furious.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems hoarse,” “furious

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.289749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3e853945-9f3a-45b8-bd27-fc6d7bd45681 · outbound

This paper cites • Use a rich palette of synonyms and idioms; employ different grammatical structures (e.g.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems • Use a rich palette of synonyms and idioms; employ different grammatical structures (e.g

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.278001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 08a20cb0-8be8-44d6-86a1-0022dd76d1c2 · outbound

This paper cites Imagine,.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Imagine,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.265910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4a11d729-592a-4dd6-ae7a-f2bbe45bfe67 · outbound

This paper cites when saying …, raise your voice.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems when saying …, raise your voice

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.242921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 301e4e57-180f-4a97-b8b9-4d01c89b3a7c · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.232396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7a02cb83-833e-472c-80e7-bfd981841e77 · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.221501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation efc7ce45-d0a9-41f6-8a0a-b410d502896c · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.209734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7675d19b-e74c-4928-bfc7-f8ed52a14284 · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.196676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a05a3d84-339f-4ea6-877c-c13a9104167e · outbound

This paper cites general,.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems general,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.171745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c9d1562b-3952-48f5-8daa-02443c1c74bc · outbound

This paper cites Character + a single minimal action or speaking manner.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Character + a single minimal action or speaking manner

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.159846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 211fd641-cfb0-489b-b32a-60e1d9dbb735 · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.146783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3bb0264f-b38d-42c3-a195-c929f1072b7c · outbound

This paper cites All three instructions must differ and must not start the same way.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems All three instructions must differ and must not start the same way

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.134944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3ac62693-adb2-4219-b1ee-9ac68704f33b · outbound

This paper cites female high voice,.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems female high voice,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:31.123074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d5e5367b-6e78-4ca4-b051-14f110120e45 · outbound

This paper cites FastSpeech 2: Fast and High-Quality End-to-End Text to Speech.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems FastSpeech 2: Fast and High-Quality End-to-End Text to Speech

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:30.944300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 266c7ed0-129f-4467-bd76-66023d4bf56f · outbound

This paper cites PromptTTS 2: Describing and Generating Voices with Text Prompt.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems PromptTTS 2: Describing and Generating Voices with Text Prompt

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:30.930017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd1aede6-4060-4a96-bf98-5a7372a53934 · outbound

This paper cites an unresolved cited work.

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems Unresolved cited work

Reference 2025

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:31.316876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation af1056ca-f61a-48c9-af15-a2cdf23ec4e0 · inbound

Qwen3-TTS Technical Report cites this paper.

Qwen3-TTS Technical Report InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:24:56.122236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d868c2ba-6f12-4b3a-8397-71b4977185e2 · inbound

CapTalk: Unified Voice Design for Single-Utterance and Dialogue Speech Generation cites this paper.

CapTalk: Unified Voice Design for Single-Utterance and Dialogue Speech Generation InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:16:00.213627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 88bbdbc7-9e49-4a19-a837-94f66f121876 · inbound

NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations cites this paper.

NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:47:12.979580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e78d9862-8b72-4ad6-bed9-2b81c554d029 · inbound

MINT-Bench: A Comprehensive Multilingual Benchmark for Instruction-Following Text-to-Speech cites this paper.

MINT-Bench: A Comprehensive Multilingual Benchmark for Instruction-Following Text-to-Speech InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T04:04:47.258265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 19987e2b-a1cb-44cc-b390-ade3ae5f29da · inbound

AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech cites this paper.

AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:19:03.242121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b976e3ac-df8c-4e34-89b3-0513ac085e4a · inbound

ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge cites this paper.

ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:00:05.346556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db9b52e4-04f1-464d-9c3b-854d8b45cc3f · inbound

Is Natural Always Appropriate? Investigating Naturalness and Appropriateness Across Different Domains for TTS Evaluation cites this paper.

Is Natural Always Appropriate? Investigating Naturalness and Appropriateness Across Different Domains for TTS Evaluation InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-01T11:55:42.971946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2cc58875-3fa4-4603-9419-b2cabe24bced · inbound

Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Models cites this paper.

Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Models InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-02T05:20:03.452297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6e5120-c663-4fa3-805a-fd0067f1c597 · inbound

Auditing Protocol-Level Shortcuts in Large Audio Language Model Judges for Speech Evaluation cites this paper.

Auditing Protocol-Level Shortcuts in Large Audio Language Model Judges for Speech Evaluation InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T05:08:04.544761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f04486-eb39-4b01-920a-b8217a575738 · inbound

RW-Voice-EQ Bench: A Real World Benchmark for Evaluating Voice AI Systems cites this paper.

RW-Voice-EQ Bench: A Real World Benchmark for Evaluating Voice AI Systems InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T00:57:37.741292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e39b400-d8f9-48ee-812f-f0de8a735222 · inbound

Beyond Prompt Adherence: Auditing Attribute-Level Voice Control in Speech Generation cites this paper.

Beyond Prompt Adherence: Auditing Attribute-Level Voice Control in Speech Generation InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T00:43:26.122470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e05fdea-1195-4406-989a-5ef9c53d79dd · inbound

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks cites this paper.

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T16:29:22.277483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ad53429-5f47-4f33-9b3a-5a55b1bb9063 · inbound

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks cites this paper.

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:43.938774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.