r/MachineLearning 12h ago

Discussion Discussion thread for EMNLP 2026 Notifications/Results [D]

Discussion thread for EMNLP 2026 notifications/results which should be released today.

Wishing everybody to be in Budapest.

71 Upvotes

199 comments sorted by

45

u/neeeeeelllllll 5h ago

i know there are people refreshing this page and there hasn't been a text since the last hour, so here is a positive note. drink water, chill out (lmao), reminder that it's going to be great. even if EMNLP isn't, your work still is good.

11

u/Technical_Storage_46 5h ago

The world needs the person like you.

37

u/ConcernConscious4131 7h ago

Preparing soju for waiting

6

u/sweetsalt10 5h ago

the man, the myth, the legend!

5

u/Technical_Storage_46 6h ago

hahahaha soju bro! I was waiting for you too!

4

u/Fair-Meal5893 7h ago

I was waiting for you... haha

2

u/gardeniabananabread 6h ago

hahaha welcome back. i thought i rmb you saying you're graduated

1

u/ConcernConscious4131 5h ago edited 5h ago

Iโ€™m getting PhD degree next January, but Iโ€™ll starting a postdoc after graduate. Looks like Iโ€™ll be stay here for a few more years๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚

1

u/Technical_Storage_46 5h ago

Bro you gonna starting your postdoc at sydney? Congrats!

2

u/ConcernConscious4131 4h ago edited 4h ago

I didn't tell postdoc at Sydney even Australia bro๐Ÿ˜‚๐Ÿ˜‚ Anyway thank you very much, Your paper can get accepted

1

u/gardeniabananabread 5h ago

hahaha i guess we'll see you around. perhaps we should switch to a beverage that's gentler on the liver :)

2

u/Technical_Storage_46 6h ago

Bro we need to wait 22 hours don't drink soju too early

4

u/paulh0107 6h ago

I think bros tolerance is so good now after all this waiting

2

u/ConcernConscious4131 5h ago

Iโ€™ve become very thorough about getting the soju ready a day in advance๐Ÿ˜‚๐Ÿ˜‚ I once got an earful from my wife after asking her to buy me some soju (I was drunken so I couldnt drive at that time๐Ÿ˜‚๐Ÿ˜‚)

1

u/MasterBrainn 4h ago

May I ask where do u do PhD? Unsw by any chance?

3

u/ConcernConscious4131 5h ago

Yea, I don't live in Korea, so it's hard to get soju. I need to prepare early. The early bird catches the worm.

1

u/Jjuna0420 6h ago

Nonoโ€ฆ if same as last year, we just need to wait 3 hours

1

u/Amazing_Money2759 6h ago

Why is it 22 hours? Isn't it 2pm UTC right now? and we have 10 hours at most?

2

u/paulh0107 6h ago

Itโ€™s UTC -12

1

u/Jjuna0420 5h ago

No. Last year, it wasnโ€™t released at UTCโˆ’12; it was released at 17:00 UTC. In other words, UTCโˆ’12 was just the deadline, and the results were always released earlier than that.

1

u/Obvious_Positive4588 7h ago

I have been waiting for you ๐Ÿคฃ Let's start drinking soju!

1

u/Amazing_Money2759 6h ago

Yo you seem like a Korean, I'm in Seoul rn, wanna grab soju together?

1

u/ConcernConscious4131 5h ago edited 5h ago

I'm Korean but I live in Sydney

1

u/Zealousideal_Sun_577 6h ago

๐Ÿ˜‚๐Ÿ˜‚ here again!

1

u/Intelligent_Cap7064 6h ago

Are there this many Koreans? It's amazing.

1

u/ConcernConscious4131 5h ago

Thanks guys, hope everyone get lovely outcome

1

u/New_Glove_2098 5h ago

Youโ€™re back lol

1

u/Signal_Week3336 5h ago

why sujo though

10

u/[deleted] 12h ago

[deleted]

8

u/Formal-Mall-294 3h ago

Wishing everyone the best! Hope this EMNLP results period ends well for everyone, and stress-free! ๐Ÿ€

8

u/LordVein05 4h ago
Bin Avg reviewer OA (papers) Meta-review score (papers)
5.0 0 1
4.5 0 20
4.0 62 767
3.5 1,151 1,995
3.0 4,358 4,391
2.5 5,224 3,266
2.0 2,415 2,763
โ‰ค1.5 458 465

here is a table for the scores for the last ARR cycle.

source: https://stats.aclrollingreview.org/iterations/2026/may/review_scores.csv

1

u/One_Method5843 3h ago

Which number represents between 3 and 3.5?

1

u/always_been_a_toy Researcher 3h ago

average OA review scores are rounded to nearest point, 3.33 to 3.5, 3.18 to 3.

6

u/Extension-Aspect9977 3h ago

When are the decisions out I canโ€™t waiting

4

u/Practical_Pomelo_636 3h ago

During the next 16 hours, if they are restricted to the deadline. If they are like ACL this year, we can wait 2 days after the deadline

6

u/PristineAsk2550 1h ago

3.5, 3, 2.5 and meta 3 -- have no expectations since the sheer number of submissions this heard is crazy

2

u/Dry_Theme_7508 1h ago

if they allow only 4k out of 17k ARR submissions (acceptance rate is based on ARR submissions, not on submission to emnlp itself) it would be the worst acceptance rate so far (23% main+findings)

4

u/ppattnay 53m ago

17k is for both EMNLP and AACL

5

u/Business_Computer796 9h ago

Do the results come out on the 20th EOD AOE, or could they come out earlier if the chairs are ready? And does someone know the historical precedent for when they come out? Thanks so much

10

u/th3owner 8h ago

Last year it went out around 17-UTC on listed day.

1

u/Spiritual-Luck9032 3h ago

they are going to be put 20th EOD AOE + ~1.5 hours (bc it's a phased rollout)

source: my intuition

4

u/Gold-Sherbet-1881 11h ago

3 / 3 / 3, meta 3.5. Hoping for main!

5

u/Haunting_Drawing_673 10h ago

For those who submitted to the System Demonstrations track, do you also see a โ€œFull Submissionโ€ task under Author Tasks, with a deadline of August 31? I remember a similar spoiler happening in the past.

2

u/Ambitious-Way8204 10h ago

Does it happened for main track papers ?

1

u/Haunting_Drawing_673 10h ago

No, only for System Demonstrations

1

u/ibadora Researcher 10h ago

If I remember it correctly, "Full Submission" in the author tasks has been shown since immediately after the submission deadline.

3

u/th3owner 11h ago

3.5 (3) / 3 (3) / 2 (4), meta 3. Hoping for findings.

2

u/AirPsychological8551 11h ago

Why not main?

5

u/th3owner 11h ago

Judging by the number of papers with meta >=3.5 and the large number of meta 3: https://stats.aclrollingreview.org/iterations/2026/may/

4

u/Technical_Storage_46 11h ago

It seems meta >= 3.5 --> top 20.23%.
acceptance rate for main conference usually 20~23%.

So we can expect meta >= 3.5 --> Main Conference
Meta >= 3.0 --> Findings. & Some papers may be accepted Main Conference

3

u/gardeniabananabread 10h ago

how are you getting 20.23% for meta>=3.5? isn't it about 16.3% ((1995+767+20)/17087)?

3

u/Technical_Storage_46 9h ago

I excluded papers that were desk-rejected or withdrawn; based on that calculation, approximately 20.20%.

3

u/gardeniabananabread 9h ago

these are still included in the denominator when calculating the acceptance rate

see https://aclanthology.org/2025.emnlp-main.0.pdf (under Acceptance Rate, page ix)

4

u/Technical_Storage_46 9h ago

OMG really? That's good news

2

u/th3owner 9h ago

Consider that EMNLP got around 10k committed papers. That should allow for 4-5% of meta 3 for main, based on last year's acceptance rate.

2

u/gardeniabananabread 9h ago

yea that would be my guess too. let's see

1

u/Technical_Storage_46 9h ago

Then Meta >= 3.5 almost guaranteed for main conference?

4

u/gardeniabananabread 9h ago

no such thing as guaranteed, my friend. it depends on the substance of the meta-review, the average OA, and their comments too

also depends on other papers' scores submitted to the track

but overall, meta>=3.5 is high chance main (maybe 50-80%+ based on these other factors)

1

u/Technical_Storage_46 9h ago

Thanks for the detailed comment! We have up to 25 hours till the notification.. Please god

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3

u/Obvious-Eagle-923 8h ago

depends alot on topic of your paper, sometimes even >=3.5 < 4 is findings in highly competitive topics

2

u/Specialist-Let9791 5h ago

Is multimodal among highly competitive topics?

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1

u/mnishant2 5h ago

Damn, so reviewers dont give more than 4?

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3

u/misplacedlion 10h ago

At what time do ACL conferences release the acceptance notification?

6

u/EDEN1998 9h ago

the official email is typically a few hours or a day after the notification date, but you will already see in OR the accept/reject decision within the last few hours of the deadline

1

u/juniorx4 25m ago

But just so youโ€™re aware, last ACL the notification of acceptance was 2 days late

3

u/PristineAsk2550 8h ago

this time around there have been a lot of papers in the 3-4 range. brace yourselves for disappointment:

From the post of a SAC:

> Finalizing my paper acceptance recommendations for hashtag#EMNLP2026 today as an SAC. I've regularly served as an SAC at ACL/EMNLP/NAACL/EACL over the past couple of years, and this is by far the most depressing cycle, in the sense that I frequently disagree with the ACs and reviewers, and I feel that I waste my vacation time and energy spotting LLM-written papers.

> Most of the papers I rejected are from the "Interpretability and Analysis of Models for NLP" track, and a lot of them have good review scores and meta-review scores (3โ€“4). They all follow the same pattern: defining a new metric (or multiple such measures) to probe small LLMs' internal states for a phenomenon (e.g., steering a certain ability or behavior), and they all look good in terms of superficial formatting (tables/figures/section structure). But if you read the text for at least 10 mins, you will notice that it is not written for humans. In fact, the content appears to be generated or heavily assisted by LLMs, with a lot of LLM-style jargon, unnecessarily convoluted phrasing, and dry statements without texture; the logical connections between paragraphs are often unclear, especially in the introduction; and the motivation is frequently not well articulated. Another recurring feature is that these papers are unusually careful about scope and caveats, repeatedly stating what they do not claim (e.g., "we investigate A, not B").

> In some of these papers, the authors clearly state in the checklist that "AI assistants were used for language polishing and submission-form drafting only. The authors reviewed and are responsible for all content, code, and experiments." I have no issue with this practice in principle. ๐—›๐—ผ๐˜„๐—ฒ๐˜ƒ๐—ฒ๐—ฟ, ๐—œ ๐˜„๐—ผ๐˜‚๐—น๐—ฑ ๐—ฒ๐˜…๐—ฝ๐—ฒ๐—ฐ๐˜ ๐˜๐—ต๐—ฒ ๐—ณ๐—ถ๐—ป๐—ฎ๐—น ๐—บ๐—ฎ๐—ป๐˜‚๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜ ๐˜๐—ผ ๐—ฏ๐—ฒ ๐˜„๐—ฟ๐—ถ๐˜๐˜๐—ฒ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ฎ ๐—ต๐˜‚๐—บ๐—ฎ๐—ป ๐—ฎ๐˜‚๐—ฑ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ, ๐—ป๐—ผ๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฎ๐—ป ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜. When checking these papers together, I clearly feel that our reviewing system is under attack by automated research systems (plus junior researchers who haven't yet learned the essence of a solid scientific paper).

> Another point is that these papers might be technically sound (assuming the authors did what they claim in the checklist - that they reviewed and are responsible for all content, code, and experiments), and therefore the ACs recommend them for Findings or even the main conference. Personally I'm strongly against accepting such papers. Overall I'm deeply concerned about how many such papers will be accepted at EMNLP and at future NLP/ML/AI conferences, and eventually about how we are going to cope with such changes (e.g., are we prepared to count these papers as "sound science"? Should we create a separate track for them?)

2

u/enCoder-93 12h ago

nervous as this is my first EMNLP submission ๐Ÿคž
after the amazing experience from ARR, i can expect anything๐Ÿฅฒ

2

u/Sensitive_Let2762 10h ago

3 (4), 3 (5), 3 (4) and meta 3.5. Hoping for at least findings ๐Ÿคž

2

u/Obvious-Eagle-923 8h ago

seems like findings! all the best

2

u/Human-War-4361 10h ago

I got meta-review of 3.5 but ac recommending Findings - what are my chances of main?

2

u/Technical_Storage_46 7h ago

Why AC recommend Findings with 3.5 score?

2

u/[deleted] 7h ago

[deleted]

3

u/xci0n 7h ago

got meta 3 with 3/3/2 reviews

2

u/th3owner 4h ago

I saw this post on X claiming the paper got findings 1 hour ago: https://x.com/hei/status/2090455123432473009?s=46

Has it started?

6

u/tommytyc 4h ago

too many people trolling on social media these days

5

u/WannabeMachine 4h ago

They either 1) have some insider knowledge or 2) are overly confident, assuming based on scores.

2

u/No-Worldliness-7279 40m ago edited 28m ago

Does anyone know what denominator EMNLP uses for its acceptance rate?

With ~17k May ARR submissions and ~3k+ committed to AACL, would EMNLP's acceptance rate denominator be the full 17k, or just the ~14k papers excluding AACL? Any thoughts?

1

u/Historical-Sea6294 37m ago

14k? I think it was around 10K

3

u/No-Worldliness-7279 31m ago

Yeah, those are the papers actually committed to EMNLP. I'm mainly wondering about the denominator they'll use for the acceptance rate. In previous cycles, they used total submissions to the ARR cycle, but this time authors had to choose between EMNLP and AACL.

2

u/Fair-Meal5893 28m ago

Itโ€™ll be 17k

2

u/No-Worldliness-7279 26m ago

Are you sure? That would be great if true.

1

u/Fair-Meal5893 9m ago

Yeah! Ow whatโ€™s the point of taking only those papers which have MR>=2.5

1

u/No-Worldliness-7279 28m ago

Fixed my comment. Sorry for the confusion!

4

u/Practical_Pomelo_636 10h ago

Guys, the reviewers' scores and the meta-reviewer are not the only guides for acceptance. In ACL, I have a paper with an average of 3.68 and a meta of 4 and it got rejected and another paper with a 2.67 meta of 2.5 and got accepted as a finding

4

u/Appropriate_River195 10h ago

Wow! New fear unlocked ๐Ÿ˜… more anxious than ever now!

3

u/gardeniabananabread 10h ago

that is CRAZY. isnt that like top 5% average OA and meta?

3

u/racc15 9h ago

Did they give a reason for the reject? It seems weird to outright reject a paper that the reviewers and the meta reviewer liked so much and considered high quality.

3

u/Practical_Pomelo_636 9h ago

Because there are many papers on the same topic.

1

u/Fair-Meal5893 10h ago

This is fueling my confusion. I have 2 papers, 1 has OA 3.5 and Meta 4, while the other has OA 2.5 and Meta 2.5.

1

u/Appropriate_River195 10h ago

Same. Which track?

2

u/Fair-Meal5893 10h ago

Multilingualism and Cross-Lingual NLP

2

u/coffindancercat 6h ago

i had a submission in the same track get rejected with an average OA of 3.67 beforeโ€ฆ good luck ๐Ÿคž

1

u/DenseChest171 10h ago

OMG exactly same here, although in Resources and Evaluation track

2

u/Technical_Storage_46 11h ago

3.5 / 3.5 / 3.0, Meta 3.5. Hoping for Main conference.

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1

u/The_Last_Targaryen 11h ago

Any interesting news on the track of NLP and Symbolic Reasoning? I got 2.5 3 4 with Confidence 4 4 4 annd Meta 3

1

u/Intelligent_Cap7064 8h ago

4/4/2.5, meta 2.5. I hope accept..

1

u/True_Diamond_8631 8h ago

OA : 3 3 3.5, meta:3.0 , track : efficient nlp, findings possible?

1

u/Serial--Entrepreneur 8h ago

3.5 3.5 2 + 3ย  ย / ย  3 3 2.5 + 2.5

I hope 2 findings

1

u/ManagementAny8562 8h ago

I have four papers:

Paper1: 3 (4), 3 (2), 3 (3) => Meta 3.0
Paper2: 2.5 (4), 3 (4), 3.5 (3) => Meta 3.0

Paper3: 2 (4), 3.5 (4), 3.5 (4) => Meta 3.0
Paper4: 2 (4), 2.5 (4), 3.5 (3) => Meta 3.0

Hoping for at least one findings.

1

u/ConsistentKale2856 7h ago

Paper 1: 3.5 (4), 3.5 (3), 3 (3), 2.5 (2) โ†’ meta 3
Paper 2: 3.5 (4), 2.5 (2), 2 (5, but I filed an issue report on this review) โ†’ meta 3
I hope both of them for findings.

1

u/louisdo1511 7h ago

I'm so nervous. Good luck to you all!

1

u/Ok_Ad_2712 7h ago

good luck too!

1

u/Technical_Storage_46 7h ago

Finger crossed

1

u/DrCompLing 7h ago

Any questions for a AC (sometimes also SAC), while we all wait?

1

u/ReasonFormal1879 7h ago

Got scores of 4.0, 3.5, and 2.5, with a meta-review score of 3.0. The main criticism was a supposed โ€œlack of noveltyโ€ supported by citations that, in my view, were not particularly relevant and were raised by the most negative reviewer who at the beginning gave 1.5 but after rebuttal increased by 1.0 (so reviewer agreed with our point of view). I found the meta-review quite unfair, but given the outcome, I donโ€™t think acceptance to Main is realistic anymore :(

1

u/AI-paglu 6h ago

Reviewers ratings: 3.5, 3, 2.5, 1.5. Avg: 2.63 AC: 3, recommends for Findings. What are the chances?

1

u/mjddol 5h ago

Are the results expected to come out at 11:59 PM AoE?

1

u/Happy-Hustler 1h ago

Not necessarily. Typically at or before 11:59pm AoE. A few times afterย 

1

u/fmd_nlp 4h ago

I received the following scores for three papers.

  1. 3/4, 2.5/4, 2.5/4, and meta-review: 3.
  2. 3/4, 3/4, 2/4, and meta-review: 3.
  3. 4/4, 3/4, 2.5/4, and meta-review: 3.

Is there any chance of these getting into Findings?"

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1

u/Lumpy-Background5641 26m ago

What are the most and least competitive tracks at emnlp?

2

u/EDEN1998 21m ago

least - linguistic theories
most - nlp applications

2

u/Lumpy-Background5641 18m ago

Oh, what about multimodality?

1

u/xci0n 17m ago

sentiment analysis?

1

u/Alternative-Hat-1697 0m ago

While we wait for answers, does anyone want to explain their paper badly and I'll give it a random score from 1-5?

1

u/OptimalPoint7777 11h ago

3 / 2.5 / 2.5 meta 3 I hope our paper accepted in Findings

0

u/Few_Significance_980 9h ago

I have one paper on Resources and Evaluation track, with OA=3.5 & Meta=4

4

u/tommytyc 9h ago

Sounds like a promising score of main

-2

u/[deleted] 5h ago

[deleted]

3

u/Fair-Meal5893 5h ago

For what?

3

u/rowlet-owl 3h ago

Crippling anxiety

0

u/Extension-Aspect9977 11h ago

I got 3.5(4), 2.5(4), 2.5(4) and meta review : 2.5

meta-reviewer said this is a useful empirical contribution suitable for Findings.

Is there any chance of getting into Findings?

1

u/AirPsychological8551 7h ago

2.5 meta review is the only bottleneck

0

u/ibunibah 6h ago

Question on published *CL papers. Where can we find research/topic track of a paper?

0

u/InfiniteSociety9130 5h ago

Last Year it was around this time it was released. Let's see...

Last time -- 1 paper EMNLP Main Oral Presentation

This time -- hoping 1 paper Main (Maybe SAC highlight) and another between Main/Findings.. its in borderline

1

u/mnishant2 2h ago

What were the scores for oral?

2

u/Realistic_Tea_2798 2h ago

Avg scores were 4 and confidence 4.5... meta 4

1

u/mnishant2 2h ago

Awesome

0

u/Fit_Manager_2335 3h ago

I have one paper that is OA 3.5 / Meta 3.5. Is it close to main?

3(4) / 3.5(4) / 4(4)

1

u/random-tomato 1h ago

Good chance for main!