CHORD
Collection
Student encoders and data for CHORD, a coherence-aware distributional metric for open-ended text generation (arXiv:2609.34240). • 4 items • Updated
Dataset Preview
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
text: string
domain: string
kind: string
sample_id: string
to
{'sample_id': Value('string'), 'text': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
text: string
domain: string
kind: string
sample_id: string
to
{'sample_id': Value('string'), 'text': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
sample_id string | text string |
|---|---|
baba840ab05b32c8 | The new CTS-V is a monster of a car and we'll be able to tell you more about it as it becomes available this fall.
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The first post discussed the impact of abortion on the economy. The second post discussed the impact of abor... |
903513f5b60957f0 | By Chris Wright
Last week's revelations about mass surveillance by the NSA revealed that the NSA is collecting all sorts of information about US citizens. Many people are understandably confused about what this means.
So, I thought I'd take a minute to explain what the data collection means for you. It doesn't mean t... |
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Will Oregon's medical marijuana pro... |
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The body is constantly under a constant state of inflammation, which is the body's natural defense mechanis... |
7526f63b4c350b29 | If you're looking for a job in the entertainment industry, you'll find plenty of job opportunities in the world of film and television. Most of the positions available to actors and film/television directors are at the higher levels of the industry, with the top positions being in the television and film industry.
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96855a41498b14df | HOLY FUCK, THIS IS THE BEST TOTALLY BANDWIDTH MUSIC I HAVE EVER HEARD, AND I DIDNT EXPECT IT. THANK YOU, CHANTS. YOU ARE THE BEST.
This is the best song of the summer so far. It is a perfect combination of pop and rock. It's not just good, it is also a perfect song. It's also a perfect song because it makes us forget ... |
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de30fa417be29765 | The official website for the first season of Tokyo Ghoul 's second television anime adaptation announced on Wednesday that the series will premiere in April. The website also revealed that the anime will adapt the second chapter of the manga's fourth compiled book volume (pictured below).
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The Islamic State, a Sunni terrorist group that has seized large swaths of territory in Iraq and Syria, has set itself up as a global threat in the wake of the Paris attacks and the recent U.S. election. But it is far from being the only force to watch.... |
5c4c940cea01528b | ROCKFORD, Ill. - A 16-year-old girl was killed when she was struck by a car in Rockford, Illinois, early Wednesday, authorities said.
Police were called to a home on the 700 block of East 12th Street just after 1 a.m.
The girl was found in the backyard with multiple blunt force trauma injuries, according to police.
... |
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Now that you've got a theme, you'll probably want to implement it into your site. There are many options for this, but the most basic way to get started is to use the built-in theme generator.
... |
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18b439c85d38ed54 | How to use the new and improved interface
We believe that a good user interface should be the main focus of your project, but we also believe that the core functionality should always be accessible. That's why we're introducing a brand new interface for our products.
The new user interface is based on the idea of tra... |
b30cd69491640f95 | The following is a transcript of the March 28, 2015, meeting of the Board of Directors of the National Council of Jewish Women in Washington, DC.
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c34d8b23d06749a1 | As the world awaits the results of the Brexit vote, it is worth pausing to consider the question of what it would mean for our planet.
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8e807ebaef947930 | "I was in a meeting and this guy comes up to me and says, 'I'm so sorry, I have a gun in the car and I don't want you to see it. I can't let you see it. It's dangerous to me.' I didn't know what to do," she said.
The man told her he had a felony warrant for his arrest on a charge of carrying a concealed weapon, accord... |
b5278d4dd6db1a5d | The first public event on the new campus was held at 7 a.m. Saturday, May 25. The event featured presentations on the new buildings, facilities, and services, and students were treated to a tour of the new campus.
The new campus is expected to be completed by spring of 2017.
The new campus is located at 801 W. Main S... |
7a0987e4db4bf877 | The federal government has proposed to abolish a program that is an important pillar of the U.S.-Israel relationship, a move that could have a chilling effect on American-Israeli relations.
The U.S. Department of Justice (DOJ) submitted its proposed rule-making on Monday to the Department of Labor (DOL), which would t... |
75c4d7fb05d3c350 | You don't have to be a doctor or pharmacist to use the following instructions. The instructions in this document are for use by people aged 18 years or over.
If you have any questions about the instructions in this document or any other medication you take, please call our Helpline on 1300 366 765.
This product conta... |
23a42687fff3d1ae | The current climate of political polarization in the United States is not unusual, and it is unlikely to change. In fact, it is already worsening, as our research has found. The polarization we observe is not the result of economic inequality but instead of the increasing political power of the wealthy and the increasi... |
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db6c4004ed0d7d43 | The new album, A Day To Remember, is the first studio album since their 2012 breakup and the first from the band since their 2013 split with original guitarist Ben Weinman. "This album is a great way to give some closure to the fans, and to say goodbye to the band," says Weinman in a statement. "This record was a proje... |
018d5f621e4ed8bc | The following is the official statement from the National Geographic Society:
"We have decided to remove the National Geographic film "Saving the World," based on the book "The End of the World As We Know It" and published by Bloomsbury USA, from our shelves and from distribution in certain markets.
National Geograph... |
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9ec562a893f85d0d | At the start of the war, they were just a tiny band of rebels, fighting the Russians.
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They're not here to sit in a box, but to make a difference in the life of the community.
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8480b3c13ed60f54 | A group of former top Trump campaign advisers is offering a $10,000 reward for information about Hillary Clinton's alleged crimes.
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3b69f8efe9782628 | On Friday, the Supreme Court issued a stay to a lower court decision that upheld the federal law that bans same-sex marriage. The stay means that same-sex couples who married in the District of Columbia can move forward with their weddings, which had been put on hold by the lower court because the high court hadn't rul... |
a63d6309f638a41e | In this episode we discuss the story behind the game "Nuclear Throne". We also talk about the game's development, how it was created, and what we like and dislike about it.
We also talked about our favorite game moments, and a lot of other stuff!
You can follow the development of "Nuclear Throne" on our Facebook page... |
818c6e7d0f041a5c | (Note: The following article was originally published in 2010. It has been republished with permission.)
I have a lot of experience in the field of health psychology and a number of years of clinical experience. As a physician, I know the importance of personalizing and targeting therapy. I also have experience in beh... |
539f5ef72ce95082 | We've all seen those ads that promise to make you a millionaire by investing in a stock. If you've ever tried investing in the stock market, you know that most of the time, you're not going to make money. Here's why.
1. Most Investors Can't Track the Stock Market
A lot of people invest in the stock market because the... |
37e9d8e59a5a507f | The following is a guest post by Michael Stemm, who is the founder and CEO of L.A.M.
One of the most memorable moments of our time at TechCrunch Disrupt was when Tim O'Reilly took the stage to introduce the new startup he was building, a company called L.A.M., which was supposed to revolutionize the way consumers purc... |
90b6b13498709f96 | The U.S. economy is growing more slowly than it was in the 1990s, and that's not good news for President Barack Obama and his Democratic allies.
The unemployment rate is higher than it was in 2009, and the number of Americans working part-time but wanting full-time jobs is up over the last two years. And the trend is ... |
3db540759715e4ff | The New Orleans Saints have made one of the biggest free agent signings of the offseason, signing former Oakland Raiders fullback Marcel Reece. The former undrafted free agent out of Louisiana Tech has spent the past two years with the Raiders, primarily as a fullback. He was primarily a blocking fullback in college, b... |
a45ee26f8b8a9cfe | A major international trade deal will not be completed until 2019, the U.S. Trade Representative said, a year after President Donald Trump said he would be "honored" to sign it.
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ea168267ef0d9c60 | If you are a fan of the show The Simpsons, you are certainly aware of the character of the "Bart the Genius." If you haven't seen the show, then you may not know who this character is. The character was created by Homer Simpson and is the main antagonist of the show. In the show, Bart is a genius who is gifted with gen... |
2a66547489899895 | It is a fact that some of the most powerful powers in the world have recently become a little more comfortable with the idea of the United States using its nuclear arsenal, as well as the ability to use that arsenal, in the pursuit of some other goal.
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cb6dd467d73116c8 | The following blog post, unless otherwise noted, was written by a member of Gamasutra's community.
The thoughts and opinions expressed are those of the writer and not Gamasutra or its parent company.
As a recent addition to the staff, I have received a plethora of questions from my fellow community members about my r... |
1c942af97f6df37e | ROME (Reuters) - Pope Francis urged all people to help refugees in a letter published on his website, a day after the Italian island of Lampedusa was devastated by an influx of migrants, some of whom were infected with a deadly disease.
Pope Francis waves to a group of Syrian refugees at the reception centre of the Va... |
cc74ba7783f69bb0 | The first round of the NFL Draft is in the books, and we are now able to see how the top players have performed throughout the summer. Today, I'm going to look at the quarterbacks who are ranked as the number one overall picks by fantasy football experts.
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9e6bd5c5256818d3 | What's the difference between the different "skins" and what makes them different?
The different skins are:
Base: a set of textures or textures that make the game look like a certain "skin"
Animate: a set of textures or textures that make the game look like an animation
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af336549ea57050e | The Canadian Press
OTTAWA -- The Liberals and the Conservatives remain the two main candidates for the next leader of the federal New Democratic Party.
Party members will vote on the next leader on Tuesday, May 26.
NDP leader Tom Mulcair, Liberal MP Scott Brison, Conservative MP Michelle Rempel and Green Party Lead... |
b1210d13b13b18c6 | An employee of the Canadian embassy in Kabul, Afghanistan, shows documents to a reporter from The Canadian Press in this June 16, 2014 file photo. The Afghan government said Thursday it has granted diplomatic immunity to a Canadian journalist and a senior aide to the Afghan president, who was captured while covering fi... |
606e9efc61bbe06d | In the summer of 2010, two young men, one in New York and one in California, took the same path to a similar destination, albeit with vastly different goals and the same destination.
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03564357ec1f6a27 | The government of Canada is offering to help the U.S. fight the Islamic State militant group (ISIS) in Syria if the U.S. government agrees to expand its bombing campaign against the group in Syria and Iraq.
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79df8e0e3024dac3 | The U.S. intelligence community, which has reportedly conducted a thorough review of the Russian interference investigation, has not yet concluded whether Russia's interference was intended to influence the election or whether it influenced the outcome.
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"When they say 'The Hangov... |
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c0bbca1704145121 | About
What is the "Gobble" Effect?
The "Gobble" Effect is a slang term that refers to the way that a person or group of people is able to quickly move from one thing to another and to the next. In most cases, this means that they are able to quickly and easily find something that is within their immediate attention a... |
10c809d0c1c1cfb2 | Photo by Chip Somodevilla/Getty Images
In recent years, we've seen the growth of a new breed of "super PACs"—super-PACs that don't have to disclose their donors, but instead just say who they're supporting. The group backing Sen. Ted Cruz's presidential bid, for instance, is led by his wife, Heidi, and includes other ... |
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80a9205042428781 | The manhunt continues for an armed man who police say shot at a man and his two children in southwest Calgary Tuesday night.
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The incident prompted a large pol... |
e20e897268f6a1ca | You might think the way to make a good meal is to cook it up fast and then freeze it and then just pop it back into the freezer for later. And you'd be right, but that just doesn't work out so well for this recipe. The first time I made this, it was kind of tough to get the liquid out of the mixture, but it's not as ha... |
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6b419d89d55d2d61 | MOSCOW (Reuters) - A Russian court on Monday ordered the arrest of the former head of a state-owned oil company, a rare move against a government official, in a corruption investigation that has rocked the Kremlin.
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97a4621f72a462ce | The Federal Reserve Board's key interest rate decision has been delayed until September, as it continues to consider how to respond to the Fed's decision to raise the key interest rate.
Ahead of the Fed's October meeting, the central bank held off on announcing its decision until mid-July. Now, after reviewing the eco... |
3bce2e76dd5a6c6e | A new report from the Center for Reproductive Rights (CRR) found that about 1 in 5 American women are forced to carry unwanted pregnancies to term.
It's a problem women have long known about: A 2013 study from the American Congress of Obstetricians and Gynecologists found that up to 13 percent of American women have e... |
f6f979353e9bbbb8 | Image caption A police helicopter was involved in the raid on the home in the West Midlands
Four men, including three ex-convict gangsters, have been arrested on suspicion of conspiracy to murder.
Two men, aged 48 and 65, were arrested on suspicion of possessing a firearm and four others, aged 38, 33, 35 and 25, were... |
73a7fe41e0d5c51a | The two biggest reasons for the fall in sales are because of the weak economy, which is also a reason why consumers are not buying as much as they used to.
The U.S. economy is still in a slump, but there is still no sign of a recession or even a recession of any kind.
Even so, sales fell in January for the first time... |
f91a75be7a21658b | The latest "Star Wars" video game trailer (above) makes it clear that a new Star Wars game is in the works for the Nintendo Wii U.
According to a report from Polygon, Nintendo president Satoru Iwata says the next Star Wars game will be part of a trilogy that will go beyond "Episode I" and "Episode II."
The report als... |
9ebb3df412ee3083 | A team of scientists led by researchers at MIT has figured out a way to turn a simple electrical device into an ultrafast, noninvasive brain-computer interface for the first time.
The MIT researchers built a device that allows a computer to read brain signals from just 10 nanometers across in a single pass over a pers... |
74f6ab5bcb07d624 | If you haven't already done so, make sure you download the latest version of this spreadsheet. The updated version is available here.
If you have any questions or comments, or if you'd like to help me make this better, let me know in the comments.
-Garrett
*Note that I am still working on the spreadsheet, so pleas... |
245e01f2f0fce237 | The federal government is preparing to launch a new program that will provide $5.3 million to states and the District of Columbia to improve broadband.
The U.S. Department of Commerce said Thursday it would make available $5.3 million to expand the state-based Rural Broadband Network Initiative. The initiative will pr... |
0d10ec984e2fd7df | A group of young women was on their way to a school play on Saturday when they were stopped and told to leave a bus by police officers.
According to the Washington Post, the women had been traveling to the area to participate in a play and were stopped at a bus stop while traveling on a bus line.
When the officers as... |
39bd378327d2cdd3 | SALEM, Ore. -- The Oregon State University Police Department is asking for the public's help identifying a man seen in an image taken from surveillance video in Salem last Wednesday.
The image was posted to social media by a witness who was in the area of Oregon State University and Salem Boulevard at about 10:25 p.m.... |
683d3b1c20b11a53 | This story appears in the July 2016 issue of National Geographic magazine.
The first time I saw this black dot, I was just three or four years old. It was at the beach. The sun was shining, and the water was warm and clear. I was swimming with my family on the beach. I was watching, entranced, as the black dot rose in... |
b5334dbf3ba25f5e | Cape Town - The South African Rugby Union (SANZAR) says it has taken disciplinary action against the head of its technical committee for making "inappropriate comments" in an interview with the Daily Maverick newspaper.
The SANZAR chief executive, James Sutherland, said in a statement: "The head of the technical commi... |
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CHORD distillation data
Everything needed to train the distilled CHORD students (Qwen3.5-2B and Qwen3.5-0.8B) without rebuilding their training texts or running the Qwen3.5-27B teacher. CHORD is the coherence metric from the paper Coherence-Aware Distributional Evaluation of Open-Ended Text Generation. The tree mirrors the library repository (CHORD), so after
python scripts/download.py --training-data --features
python distillation/training/train.py --config distillation/configs/student_qwen3.5-2b/train.yaml
every distillation config resolves. MANIFEST-distill.tsv lists every file with
its size and sha256; download.py checks it after download. The corpora behind the
paper's tables are in a separate dataset (chord-experiments-data).
Contents
| Path | What |
|---|---|
data/distill/training_data/ |
every training text of the students, one folder per stage (source_pool/, generator_pools/, ar_samples/, counterfactual/, relation_rewrites/) and the final train_corpus.jsonl (rows {text, domain, kind}) |
data/distill/eval_ban/ |
evaluation text excluded from training |
outputs/distill/features/teacher-qwen3.5-27b-pca1024/ |
teacher targets: the PCA basis and the Qwen3.5-27B features of every file the trainer reads, projected on it |
outputs/distill/features/untrained-qwen3.5-2b/, untrained-qwen3.5-0.8b/ |
the untrained student backbones' features on the training corpus, used to initialize the projection head |
Feature files are float32 .npy matrices, one row per line of the text file they
are named after (see distillation/README.md in the library repository).
License
Each text keeps the license of its source, and an edited or spliced passage follows the license of the passage it was made from. Generated text is listed with the terms of the model that produced it; of these, only the OPT-175B license restricts how model outputs may be used. Everything else in this dataset (its organization, the manifests and labels, and the cached features) is released under CC BY 4.0.
| Source | Role | License or terms |
|---|---|---|
OpenWebText (Skylion007/openwebtext) |
human text | CC0 1.0 |
English Wikipedia (wikimedia/wikipedia, 20231101.en) |
human text | CC BY-SA 3.0 and GFDL |
Reddit TL;DR (trl-lib/tldr) |
human text | none stated on trl-lib/tldr; it is OpenAI's filtered subset of Webis-TLDR-17, released under CC BY 4.0 |
| GPT-2 small, medium, large, XL | AR samples, generator pools | MIT |
| Pythia-1.4B, TinyLlama v1.1 | AR samples | Apache-2.0 |
OPT-1.3B (facebook/opt-1.3b) |
AR samples: ar_samples/samples/opt1b3_t1.0.jsonl and the rows drawn from it in train_corpus.jsonl |
OPT-175B license: non-commercial research use only |
MDLM (kuleshov-group/mdlm-owt), LangFlow (Continuous-Rivals-Discrete/langflow-owt) |
generator pools | Apache-2.0 |
SEDD (louaaron/sedd-small) |
generator pools | code MIT; the checkpoint states no license |
ELF (embedded-language-flows/ELF-L-owt-torch) |
generator pools, eval_ban/ |
the checkpoint states no license |
| Mistral-Small-24B-Instruct-2501 | edited variants in counterfactual/ and relation_rewrites/ |
Apache-2.0 |
| Qwen3.5-27B, Qwen3.5-2B, Qwen3.5-0.8B | cached features | Apache-2.0 |
train_corpus.jsonl mixes rows from all of these sources, and each row keeps its
source's terms. OPT-175B is licensed under the OPT-175B license, Copyright (c) Meta
Platforms, Inc. All Rights Reserved.
Citation
@misc{liu2026coherenceawaredistributionalevaluationopenended,
title={Coherence-Aware Distributional Evaluation of Open-Ended Text Generation},
author={Jinnuo Liu and Junhao Zhu and Weifeng Jiang and Haoming Liu and Hongyi Wen},
year={2026},
eprint={2609.34240},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2609.34240},
}
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