PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents
Paper • 2605.13481 • Published
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'hash', 'cntx_idx', 'context', 'title'}) and 5 missing columns ({'question', 'answer', 'cntx_ids', 'original_qaidx', 'qa_idx'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks/natural_questions_train/relevant_contexts.csv (at revision bf20f3ac6901c875db18a300bf69ef3bcd69edd1), ['hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/qa_pairs.csv', 'hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/relevant_contexts.csv', 'hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/tmp_natural_questions_cntx.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 784, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 795, in _write_table
pa_table = table_cast(pa_table, self._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
title: double
context: string
cntx_idx: int64
hash: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 726
to
{'question': Value('string'), 'answer': Value('string'), 'cntx_ids': Value('string'), 'qa_idx': Value('int64'), 'original_qaidx': Value('int64')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1850, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'hash', 'cntx_idx', 'context', 'title'}) and 5 missing columns ({'question', 'answer', 'cntx_ids', 'original_qaidx', 'qa_idx'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks/natural_questions_train/relevant_contexts.csv (at revision bf20f3ac6901c875db18a300bf69ef3bcd69edd1), ['hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/qa_pairs.csv', 'hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/relevant_contexts.csv', 'hf://datasets/dzigen/PAI-2_PreprocessedBenchmarks@bf20f3ac6901c875db18a300bf69ef3bcd69edd1/natural_questions_train/tmp_natural_questions_cntx.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
question string | answer string | cntx_ids string | qa_idx int64 | original_qaidx int64 |
|---|---|---|---|---|
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where do trans fats go in the body | Trans fat While the mechanisms through which trans fats contribute to coronary artery disease are fairly well understood, the mechanism for trans fat's effect on diabetes is still under investigation. Trans fatty acids may impair the metabolism of long-chain polyunsaturated fatty acids (LCPUFAs),[65] but maternal pregn... | [67] | 67 | 78 |
when was the last time chicago bears went to the superbowl | Super Bowl XLI Super Bowl XLI was an American football game between the American Football Conference (AFC) champion Indianapolis Colts and the National Football Conference (NFC) champion Chicago Bears to decide the National Football League (NFL) champion for the 2006 season. The Colts defeated the Bears by the score of... | [68] | 68 | 79 |
where did japan get its first writing system from | Japanese writing system The modern Japanese writing system is a combination of two character types: logographic kanji, which are adopted Chinese characters, and syllabic kana. Kana itself consists of a pair of syllabaries: hiragana, used primarily for native or naturalised Japanese words and grammatical elements, and k... | [69] | 69 | 80 |
who holds the record for most lightning strikes | Roy Sullivan Roy Cleveland Sullivan (February 7, 1912 – September 28, 1983) was a United States park ranger in Shenandoah National Park in Virginia. Between 1942 and 1977, Sullivan was hit by lightning on seven different occasions and survived all of them. For this reason, he gained a nickname "Human Lightning Conduc... | [70] | 70 | 81 |
who plays bonnie's voice on family guy | Jennifer Tilly Jennifer Tilly (born Jennifer Ellen Chan; September 16, 1958)[3][4] is an American-Canadian actress and poker player. She is a World Series of Poker Ladies' Event bracelet winner. She was nominated for an Academy Award for Best Supporting Actress for her role as Olive Neal in the film Bullets over Broadw... | [71] | 71 | 82 |
who was the lady in sons of anarchy | Katey Sagal Catherine Louise Sagal (born January 19, 1954) is an American actress and singer-songwriter. She is known for playing Peggy Bundy on Married... with Children, Leela on Futurama, and Cate Hennesy on 8 Simple Rules. In the latter role, Sagal worked with John Ritter until his death, leading to Sagal's taking o... | [72] | 72 | 84 |
what is antony and cleopatra the play about | Antony and Cleopatra The plot is based on Thomas North's translation of Plutarch's Lives and follows the relationship between Cleopatra and Mark Antony from the time of the Sicilian revolt to Cleopatra's suicide during the Final War of the Roman Republic. The major antagonist is Octavius Caesar, one of Antony's fellow ... | [73] | 73 | 85 |
when does elena's memories of damon come back | Do You Remember the First Time? (The Vampire Diaries) Elena and Damon get at the borders, the last place where she and Damon were together. Damon tells her about the last day before he dies, when they blew up the Grill to save the town from the Travelers but Elena still cannot remember anything. Elena decides to cross ... | [74] | 74 | 86 |
when was the stratosphere hotel built in las vegas | Stratosphere Las Vegas The Stratosphere opened on April 30, 1996. Shortly after opening, the Stratosphere Corporation was forced to file bankruptcy. This caused construction on the second tower to stop, with only a few stories partially built, and it allowed Carl Icahn to gain control through one of his companies by bu... | [75] | 75 | 87 |
during which season of x factor us were fifth harmony formed | List of The X Factor finalists (U.S. season 2) Fifth Harmony (formerly LYLAS and later 1432) is a four-piece girl group. Ranging from ages between 15 and 23, the four members from oldest to youngest are Allyson "Ally" Brooke Hernandez (born on July 7, 1993 in San Antonio); Normani Kordei Hamilton born May 31, 1996 (bor... | [76] | 76 | 88 |
who sang put the lime in the coconut and shake it all up | Coconut (song) "Coconut" is a novelty song written and first recorded by American singer-songwriter Harry Nilsson, released as the third single from his 1971 album, Nilsson Schmilsson. It was on the U.S. Billboard charts for 10 weeks, reaching #8,[1] and was ranked by Billboard as the #66 song for 1972. It charted mino... | [77] | 77 | 89 |
which river in africa is the water source for the victoria falls | Victoria Falls Victoria Falls (Tokaleya Tonga: Mosi-oa-Tunya, "The Smoke that Thunders") is a waterfall in southern Africa on the Zambezi River at the border between Zambia and Zimbabwe. It has been described by CNN as one of the Seven Natural Wonders of the world. | [78] | 78 | 90 |
who should be called the father of radio | Lee de Forest Lee de Forest (August 26, 1873 – June 30, 1961) was an American inventor, self-described "Father of Radio", and a pioneer in the development of sound-on-film recording used for motion pictures. He had over 180 patents, but also a tumultuous career—he boasted that he made, then lost, four fortunes. He was ... | [79] | 79 | 91 |
who plays lucas in days of our lives | Bryan Dattilo Bryan Ronald Dattilo (born July 29, 1971)[1] is an American actor. He is best known for his role as Lucas Horton on the NBC daytime soap opera Days of Our Lives. | [80] | 80 | 92 |
who did the chiefs trade alex snith for | Alex Smith On January 30, 2018, the Chiefs agreed to trade Smith to the Washington Redskins in exchange for a 3rd round pick in the 2018 NFL Draft, along with cornerback Kendall Fuller.[125] The trade became official on March 14, the first day of the new league year.[126] | [81] | 81 | 93 |
when was the wolf of wall street filmed | The Wolf of Wall Street (2013 film) Filming began on August 8, 2012, in New York.[35] Jonah Hill announced that his first day of shooting was September 4, 2012.[36] Filming also took place in Closter, New Jersey[37] and Harrison, New York. In January 2013, additional scenes were shot at a set built in an abandoned offi... | [82] | 82 | 94 |
where do purple martins go in the winter time | Purple martin Wintering in South America, purple martins migrate to North America in spring to breed. Spring migration is somewhat staggered, with arrivals in southern areas such as Florida and Texas in January, but showing up in the northern United States in April and in Canada as late as May. Males usually arrive at ... | [83] | 83 | 95 |
who wrote the south carolina declaration of secession | Declaration of the Immediate Causes Which Induce and Justify the Secession of South Carolina from the Federal Union The convention had previously agreed to draft a separate statement that would summarize their justification and gave that task to a committee of seven members comprising Christopher G. Memminger (consider... | [84] | 84 | 96 |
where is the femur located on the body | Femur The femur (/ˈfiːmər/, pl. femurs or femora /ˈfɛmərə, ˈfɛmrə/[1][2]) or thigh bone, is the most proximal (closest to the hip joint) bone of the leg in tetrapod vertebrates capable of walking or jumping, such as most land mammals, birds, many reptiles such as lizards, and amphibians such as frogs. In vertebrates wi... | [85] | 85 | 97 |
where will the ryder cup be held this year | 2018 Ryder Cup The 42nd Ryder Cup Matches were held in France from 28–30 September 2018 on the Albatros Course of Le Golf National in Guyancourt, a suburb southwest of Paris. It was the second Ryder Cup to be held in Continental Europe (rather than Great Britain or Ireland), after the 1997 contest, which was held in Sp... | [86] | 86 | 98 |
where does the title a thousand splendid suns come from | A Thousand Splendid Suns The title of the book comes from a line in the Josephine Davis translation of the poem "Kabul",[10] by the 17th-century Iranian poet Saib Tabrizi: | [87] | 87 | 100 |
where does the spinal cord end in infants | Cauda equina In humans, the spinal cord stops growing in infancy and the end of the spinal cord is about the level of the third lumbar vertebra, or L3, at birth. Because the bones of the vertebral column continue to grow, by about 12 months of age, the end of the cord reaches its permanent position at the level of L1 o... | [88] | 88 | 101 |
example of one dimensional array in data structure | Array data structure An Iliffe vector is an alternative to a multidimensional array structure. It uses a one-dimensional array of references to arrays of one dimension less. For two dimensions, in particular, this alternative structure would be a vector of pointers to vectors, one for each row. Thus an element in row i... | [89] | 89 | 102 |
what do you call someone from the isle of man | Manx people The Manx (Manx: ny Manninee) are an ethnic group originating in the Isle of Man in the Irish Sea in northern Europe. Their native culture is primarily Celtic, though with significant Norse and English influences. | [90] | 90 | 103 |
who plays jake on two and a half | Angus T. Jones Angus Turner Jones (born October 8, 1993) is an American actor. Jones is best known for playing Jake Harper in the CBS sitcom Two and a Half Men, for which he won two Young Artist Awards and a TV Land Award during his 10-year tenure as one of the show's main characters. | [91] | 91 | 104 |
who strangled susan's daughter in desperate housewives | Julie Mayer (Desperate Housewives) Julie returns to Wisteria Lane for the summer to help her mother with her upcoming wedding. During this time, she forms a relationship with Danny Bolen (Beau Mirchoff), who has moved in across the street with his parents. The relationship is turbulent and short-lived. When Julie is fo... | [92] | 92 | 105 |
when did the first colour film come out | Color motion picture film In 1935, Kodachrome was introduced, followed by Agfacolor in 1936. They were intended primarily for amateur home movies and "slides". These were the first films of the "integral tripack" type, coated with three layers of differently color-sensitive emulsion, which is usually what is meant by t... | [93] | 93 | 106 |
what is the slowing down of neutrons to increase the probability | Neutron moderator In nuclear engineering, a neutron moderator is a medium that reduces the speed of fast neutrons, thereby turning them into thermal neutrons capable of sustaining a nuclear chain reaction involving uranium-235 or a similar fissile nuclide. | [94] | 94 | 107 |
when did the first disney incredibles come out | The Incredibles The film premiered on October 27, 2004, at the BFI London Film Festival and had its general release in the United States on November 5, 2004. It performed well at the box office, grossing $633 million worldwide during its original theatrical run. The Incredibles received widespread approval from critics... | [95] | 95 | 108 |
who is the bad guy in lord of the rings | Sauron Sauron /ˈsaʊrɒn/[1] is the title character[note 1] and main antagonist[3] of J. R. R. Tolkien's The Lord of the Rings. | [96] | 96 | 109 |
compare the speed of sound in solid liquid and gas media | Speed of sound In common everyday speech, speed of sound refers to the speed of sound waves in air. However, the speed of sound varies from substance to substance: sound travels most slowly in gases; it travels faster in liquids; and faster still in solids. For example, (as noted above), sound travels at 343 m/s in air... | [97] | 97 | 110 |
is a japanese word meaning change for the better | Kaizen The Japanese word kaizen simply means "change for better", with no inherent meaning of either "continuous" or "philosophy" in Japanese dictionaries or in everyday use. The word refers to any improvement, one-time or continuous, large or small, in the same sense as the English word "improvement".[5] However, give... | [98] | 98 | 111 |
who played cindy lou who in the grinch who stole christmas with jim carrey | Taylor Momsen Taylor Michel Momsen (born July 26, 1993)[1] is an American singer, songwriter, former actress and model. She is known for being the lead singer and frontwoman of the American rock band The Pretty Reckless. She is also known for portraying the character of Jenny Humphrey on the CW teen drama series Gossip... | [99] | 99 | 113 |
This is a repository with a preprocessed well known benchmarks that were used for PAI-2 (GraphRAG-method from PAI framework) evaluation on QA tasks. More details in our paper: arxiv.org/abs/2605.13481.