INTERSPEECH Writing Style
Four pages is not a short paper; it is a different literary form. The Interspeech
house style evolved to let a reader — who may be a phonetician, an ASR engineer,
or an area chair skimming forty PDFs — extract task, method, corpus, metric, and
delta in one pass. Everything below serves that one-pass property.
The opening contract
- Title: task and mechanism, in community vocabulary. Searchable in the ISCA
Archive beats clever.
- Abstract (~100–150 words): task → limitation of current practice → your move
→ corpus + metric + headline number → one-clause takeaway. Numbers belong in
Interspeech abstracts; "significant improvements" without a number reads as
evasion.
- Index Terms: the paper kit's index-terms line is your search surface — pick
the 3–5 terms your intended reviewers actually use.
- Introduction (~0.75 column): no history of deep learning. Name the task in
sentence one, the gap by sentence three, the contribution list by the end.
Density moves that buy space honestly
| Move |
Before |
After |
| Protocol one-liner |
A paragraph on data prep |
"We follow the ESPnet LibriSpeech recipe (commit X) except: …" |
| Diff-based method description |
Re-derive the known architecture |
"As in Conformer [n], with two changes: …" |
| Table consolidation |
Separate tables per test set |
One table, sets as column groups, best in bold |
| Citation compression |
Three sentences of related work per item |
Clause-level positioning: "unlike streaming approaches [4,5], we…" |
| Figure economy |
Architecture diagram redrawing the standard |
One figure that carries the finding (error breakdown, trade-off curve) |
The related-work section can shrink to a paragraph if positioning is woven into
the introduction — common and accepted at this venue (see
interspeech-related-work).
Speech-community diction
- Report metrics with their conditions attached: "WER 4.8% on test-other (no LM)",
"EER 0.92% on Vox1-O", "MOS 4.1 ± 0.08". A bare number is a red flag.
- Use canonical corpus/partition names; do not rename "dev-clean" to "validation".
- Past tense for what you did, present for what the system does, no "novel" as a
self-description — the reviewer decides novelty.
- Acronyms: expand once, then commit. An Interspeech paper drowning in undefined
acronyms fails the one-pass property for the scientist half of the audience.
- Claims scale with evidence verbs: "improves" needs a CI; "suggests" tolerates a
trend; "solves" needs more than four pages of anything.
The compression order (when you are at 5.5 pages)
- Cut motivation prose — Interspeech readers arrive pre-motivated.
- Convert method paragraphs to diffs against cited standards.
- Merge tables; move per-condition detail into a results sentence.
- Trim the intro's third rehearsal of the contribution.
- Only then consider dropping an experiment — and if the paper still does not
fit, that is a Long Paper or journal signal, not a formatting problem.
Never buy space with template tricks; the PDF checker and the format police are
real (see interspeech-submission).
Micro-example: results sentence, before → after
Before (3 lines): We evaluate our proposed method on the LibriSpeech
dataset. Our method achieves significant improvements over the baseline.
Results are shown in Table 2, which demonstrates the effectiveness.
After (2 lines): On LibriSpeech, the proposed front end reduces WER from
5.6% to 4.9% on test-other (Table 2; paired bootstrap p<0.01), with the
largest gains on utterances under 3 s.
The after-version is shorter and carries corpus, metric, delta, significance,
and an analysis hook.
A working section budget for 4 pages
| Section |
Budget |
Job |
| Abstract + index terms |
0.15 col |
task→move→corpus→metric→delta |
| 1. Introduction |
0.75 col |
gap, hypothesis, contribution — no history lesson |
| 2. Relation to prior work |
0.3–0.5 col |
clause-level positioning (may merge into 1) |
| 3. Method |
1.2 col |
the diff against cited standards, one figure max |
| 4. Experimental setup |
0.6 col |
corpus, protocol one-liners, disclosure block |
| 5. Results + analysis |
1.5 col |
decisive table, ablation, one error-pattern finding |
| 6. Conclusions |
0.2 col |
finding restated, scoped future sentence |
Budgets flex ±30% by paper type (science papers grow §4–5, systems papers §3),
but a draft violating the total by a full column will not compress overnight.
Bilingual/global audience note
Interspeech's readership is the most linguistically diverse of the major ML-adjacent
venues. Prefer plain constructions, keep sentences under ~25 words, and gloss
language-specific phenomena (tone sandhi, pitch accent) in one clause — reviewers
outside your language's community must still follow the claim.
Titles: a quick calibration
- Weak: "A Novel Deep Learning Framework for Improved Speech Processing" —
no task, no mechanism, unsearchable.
- Serviceable: "Prosody-Gated Chunking for Streaming ASR on Spontaneous Speech"
— task, mechanism, condition, all in Archive-searchable vocabulary.
- Community pattern: many memorable Interspeech titles name the system once
("Conformer: …", "SpecAugment: …") and then say plainly what it does; earn
the name after the colon with a descriptive clause, not instead of one.
Output format
[One-pass check] task/method/corpus/metric/delta extractable from p.1? y/n
[Opening] title, abstract-number, index-terms verdicts
[Density audit] paragraphs convertible to one-liners or diffs
[Diction] bare numbers, undefined acronyms, unverifiable verbs found
[Compression plan] ordered cuts to reach 4 pages without claim loss
[Escalation] fits in 4pp / needs Long Paper / needs journal
Format facts (4 content pages + references page; Long Paper track parameters)
follow the 2026 cycle as logged in resources/official-source-map.md
(2026-07-08); the paper kit of the current cycle is the sole format authority.
Source: brycewang-stanford/Awesome-Journal-Skills → INTERSPEECH-Skills/skills/interspeech-writing-style/SKILL.md
1---2name: interspeech-writing-style3description: Use when writing or compressing an INTERSPEECH paper into its 4 content pages — the abstract-and-index-terms opening, task-first framing for a mixed science/engineering readership, table and figure economy, protocol one-liners that preserve rigor under compression, and the cuts that shrink pages without shrinking claims.4---567# INTERSPEECH Writing Style89Four pages is not a short paper; it is a different literary form. The Interspeech10house style evolved to let a reader — who may be a phonetician, an ASR engineer,11or an area chair skimming forty PDFs — extract task, method, corpus, metric, and12delta in one pass. Everything below serves that one-pass property.1314## The opening contract1516- **Title**: task and mechanism, in community vocabulary. Searchable in the ISCA17 Archive beats clever.18- **Abstract** (~100–150 words): task → limitation of current practice → your move19 → corpus + metric + headline number → one-clause takeaway. Numbers belong in20 Interspeech abstracts; "significant improvements" without a number reads as21 evasion.22- **Index Terms**: the paper kit's index-terms line is your search surface — pick23 the 3–5 terms your intended reviewers actually use.24- **Introduction** (~0.75 column): no history of deep learning. Name the task in25 sentence one, the gap by sentence three, the contribution list by the end.2627## Density moves that buy space honestly2829| Move | Before | After |30|---|---|---|31| Protocol one-liner | A paragraph on data prep | "We follow the ESPnet LibriSpeech recipe (commit X) except: …" |32| Diff-based method description | Re-derive the known architecture | "As in Conformer [n], with two changes: …" |33| Table consolidation | Separate tables per test set | One table, sets as column groups, best in bold |34| Citation compression | Three sentences of related work per item | Clause-level positioning: "unlike streaming approaches [4,5], we…" |35| Figure economy | Architecture diagram redrawing the standard | One figure that carries the *finding* (error breakdown, trade-off curve) |3637The related-work *section* can shrink to a paragraph if positioning is woven into38the introduction — common and accepted at this venue (see39`interspeech-related-work`).4041## Speech-community diction4243- Report metrics with their conditions attached: "WER 4.8% on test-other (no LM)",44 "EER 0.92% on Vox1-O", "MOS 4.1 ± 0.08". A bare number is a red flag.45- Use canonical corpus/partition names; do not rename "dev-clean" to "validation".46- Past tense for what you did, present for what the system does, no "novel" as a47 self-description — the reviewer decides novelty.48- Acronyms: expand once, then commit. An Interspeech paper drowning in undefined49 acronyms fails the one-pass property for the scientist half of the audience.50- Claims scale with evidence verbs: "improves" needs a CI; "suggests" tolerates a51 trend; "solves" needs more than four pages of anything.5253## The compression order (when you are at 5.5 pages)54551. Cut motivation prose — Interspeech readers arrive pre-motivated.562. Convert method paragraphs to diffs against cited standards.573. Merge tables; move per-condition detail into a results sentence.584. Trim the intro's third rehearsal of the contribution.595. Only then consider dropping an experiment — and if the paper still does not60 fit, that is a Long Paper or journal signal, not a formatting problem.6162Never buy space with template tricks; the PDF checker and the format police are63real (see `interspeech-submission`).6465## Micro-example: results sentence, before → after6667```text68Before (3 lines): We evaluate our proposed method on the LibriSpeech69dataset. Our method achieves significant improvements over the baseline.70Results are shown in Table 2, which demonstrates the effectiveness.7172After (2 lines): On LibriSpeech, the proposed front end reduces WER from735.6% to 4.9% on test-other (Table 2; paired bootstrap p<0.01), with the74largest gains on utterances under 3 s.75```7677The after-version is shorter *and* carries corpus, metric, delta, significance,78and an analysis hook.7980## A working section budget for 4 pages8182| Section | Budget | Job |83|---|---|---|84| Abstract + index terms | 0.15 col | task→move→corpus→metric→delta |85| 1. Introduction | 0.75 col | gap, hypothesis, contribution — no history lesson |86| 2. Relation to prior work | 0.3–0.5 col | clause-level positioning (may merge into 1) |87| 3. Method | 1.2 col | the diff against cited standards, one figure max |88| 4. Experimental setup | 0.6 col | corpus, protocol one-liners, disclosure block |89| 5. Results + analysis | 1.5 col | decisive table, ablation, one error-pattern finding |90| 6. Conclusions | 0.2 col | finding restated, scoped future sentence |9192Budgets flex ±30% by paper type (science papers grow §4–5, systems papers §3),93but a draft violating the total by a full column will not compress overnight.9495## Bilingual/global audience note9697Interspeech's readership is the most linguistically diverse of the major ML-adjacent98venues. Prefer plain constructions, keep sentences under ~25 words, and gloss99language-specific phenomena (tone sandhi, pitch accent) in one clause — reviewers100outside your language's community must still follow the claim.101102## Titles: a quick calibration103104- Weak: "A Novel Deep Learning Framework for Improved Speech Processing" —105 no task, no mechanism, unsearchable.106- Serviceable: "Prosody-Gated Chunking for Streaming ASR on Spontaneous Speech"107 — task, mechanism, condition, all in Archive-searchable vocabulary.108- Community pattern: many memorable Interspeech titles name the system once109 ("Conformer: …", "SpecAugment: …") and then say plainly what it does; earn110 the name *after* the colon with a descriptive clause, not instead of one.111112## Output format113114```text115[One-pass check] task/method/corpus/metric/delta extractable from p.1? y/n116[Opening] title, abstract-number, index-terms verdicts117[Density audit] paragraphs convertible to one-liners or diffs118[Diction] bare numbers, undefined acronyms, unverifiable verbs found119[Compression plan] ordered cuts to reach 4 pages without claim loss120[Escalation] fits in 4pp / needs Long Paper / needs journal121```122123Format facts (4 content pages + references page; Long Paper track parameters)124follow the 2026 cycle as logged in `resources/official-source-map.md`125(2026-07-08); the paper kit of the current cycle is the sole format authority.126127---128129**Source:** [`brycewang-stanford/Awesome-Journal-Skills`](https://github.com/brycewang-stanford/Awesome-Journal-Skills) → `INTERSPEECH-Skills/skills/interspeech-writing-style/SKILL.md`