Instructions to use spraxx/legal-bert-ecthr-biencoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use spraxx/legal-bert-ecthr-biencoder with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("spraxx/legal-bert-ecthr-biencoder")

sentences = [
"9. On 12 December 1995 the Ivano-Frankivsk Regional Court (oблacний суд) convicted the applicant of the murder of four persons, sentenced him to death and ordered the confiscation of his personal property. 10. On 22 February 1996 the Supreme Court (Верхoвний суд) upheld the judgment of the first-instance court. The applicant was transferred by the authorities responsible for the isolation block of the Ivano-Frankivsk Regional Directorate of the Ministry of the Interior (Адміністрація слідчого ізолятору Управління міністерства внутрішніх справ) to one of the cells intended for persons awaiting execution of the death sentence. 11. A moratorium on executions was declared by the President of Ukraine on 11 March 1997. In judgment no. 11pп/99 of 29 December 1999, the Constitutional Court of Ukraine held that the provisions of the Criminal Code concerning the death penalty were contrary to the Ukrainian Constitution. As a result, death sentences were commuted to life imprisonment by Law no. 1483-III of 22 February 2000. 12. On 2 June 2000 the Ivano-Frankivsk Regional Court commuted the applicant’s death sentence to life imprisonment. 13. The facts of the case concerning the conditions of the applicant’s detention in Ivano-Frankivsk Prison and the events during his time there are disputed. 14. The facts as presented by the applicant are set out in paragraphs 17 to 23 below. The facts as presented by the Government are set out in paragraphs 24 to 30. 15. A description of the material submitted to the Commission and to the Court will be found in paragraphs 31 to 58 below. 16. The Commission, in order to establish the facts in the light of the dispute over the conditions of the applicant’s detention and the events which occurred in Ivano-Frankivsk Prison, conducted its own investigation pursuant to former Article 28 § 1 (a) of the Convention. To this end, the Commission examined a series of documents submitted by the applicant and the Government in support of their respective assertions and appointed three delegates to take evidence from witnesses at a hearing conducted at the Ministry of Justice in Kyiv on 23 and 26 November 1998, and in Ivano-Frankivsk on 24 and 25 November 1998. The Commission’s assessment of the evidence and its findings of fact are summarised in paragraphs 59 to 75 below. 17. On 12 December 1995 the Ivano-Frankivsk Regional Court convicted the applicant of the murder of four persons, sentenced him to death and ordered the confiscation of his personal property. After the first-instance judgment, he was placed in a separate cell. He was not allowed to write to his family, nor could he be visited by his lawyer. He applied several times for permission to meet his lawyer. 18. On 22 February 1996 the Supreme Court upheld the judgment of the first-instance court. On a decision of the authorities responsible for the isolation block of the Ministry of the Interior, the applicant was transferred to a cell intended for prisoners awaiting execution of the death sentence. On 30 March 1996 the applicant’s lawyer applied to see the applicant in order to give him the Supreme Court’s decision in the case. The prison governor did not grant him permission to do so. 19. Conditions of detention of persons sentenced to death were governed by the Pre-Trial Detention Act 1993 (“the Act”) and by an instruction of 20 April 1998 (“the Instruction”), whose content remained top secret. Under the terms of the Instruction, exercise in the open air, watching television, buying newspapers and receiving food parcels from relatives were prohibited. The Instruction therefore prevented the applicant from enjoying the rights guaranteed by the Act. 20. In a reply by the deputy head of the Ivano-Frankivsk Directorate of the Ministry of the Interior to a complaint by the applicant’s father concerning the conditions of the applicant’s detention, reference was made to the Instruction. Moreover, according to information received by the applicant’s father from the deputy governor of the prison, it appeared that the Act did not apply to him. Had the Act been applicable to the applicant, he would have been entitled under sections 9(1) and 13 to take daily exercise in the open air, to receive parcels twice a month and to watch television. However, this was strictly prohibited between 1995 and 1998. Up to September 1997 the applicant was also prohibited from sending and receiving letters. It was only then that the deputy governor of the prison orally informed the applicant’s mother that he could send and receive letters. Moreover, his father was refused permission to visit him on 29 May 1995 and 10 June and 31 July 1996 without any explanation from the prison authorities. From July 1996 onwards, instead of monthly visits which would last up to two hours, the applicant’s father had been allowed to visit the applicant only once every three months for not more than one hour. 21. As regards visits from a priest, the applicant’s father and members of the clergy repeatedly but unsuccessfully applied to the prison authorities and those responsible for the isolation block of the Ivano-Frankivsk Regional Directorate of the Ministry of the Interior for the applicant to be allowed to receive a visit from a priest. 22. The applicant finally stated that he had complained several times about the conditions in which he was being held. He had also unsuccessfully applied to the prison authorities for permission to lodge an application with the European Commission of Human Rights. 23. In a letter to the Commission of 6 March 1998, the applicant’s father stated that on 4 March 1998 he had seen his son, who had told him about a check-up carried out by a commission from the Ministry of the Interior in mid-February 1998. After the commission had left, the applicant had been transferred to a cell that was worse equipped and dirty. The window in the cell had been fully shuttered. The bucket for flushing the toilet had been taken away and the toilet could not therefore be cleaned properly, which had caused an unbearable smell. Moreover, the applicant had been given only 25 cl of hot water to prepare tea and milk. All his dishes had been removed. His Bible had been taken away. He had not been allowed to read periodicals and his notebook and calendar had been confiscated. 24. The Government stated that the legal status and conditions of detention of persons sentenced to death were governed by the Act and the Code of Criminal Procedure. Pursuant to section 8 of the Act, a person sentenced to death was kept in custody away from other prisoners. The cell to which the applicant had been transferred after his sentence had become final complied with the sanitary and hygiene rules laid down in section 11 of the Act: the cell measured 9 sq. m and had a bed, a table, a radio, sufficient natural and electric light, heating, running water and a toilet. 25. The applicant was provided with three meals a day, standard clothing and footwear as well as other articles of everyday use. Medical assistance, treatment, prophylactic and anti-epidemic measures were arranged and implemented in accordance with the legislation on health protection. 26. According to section 12 of the Act, prior to the sentence being carried out, prisoners sentenced to death were, as a rule, allowed visits from relatives and other persons not more than once a month, by written permission of the court within whose jurisdiction the case fell. The length of a visit was two hours maximum. After a case had been dealt with by an appellate court, visits by lawyers and legal assistants could be allowed by the head of the Central Directorate of the Ministry of the Interior, the head of the Regional Directorate of the Ministry of the Interior or his deputy responsible for the isolation block. According to section 12 of the Act, visits by defence counsel were allowed without any limits as to their number and length. 27. On 13 December 1995, after the first-instance judgment, the applicant’s parents and lawyer received permission to visit him. The parents visited the applicant on 15 December 1995 and in January 1996. The applicant’s lawyer visited him on 21 December 1995 and on 7 January 1996. During the period from 22 February 1996 to 29 December 1997, the parents applied to the Ivano-Frankivsk Regional Directorate of the Ministry of the Interior for permission to visit the applicant on 24 February, 4 March, 5 April, 4 May, 2 July, 1 October, 18 November and 25 December 1996, and on 3 and 20 June and 19 September 1997. They were granted permission for visits on 24 February, 5 March, 5 April, 4 May, 2 July, 4 October and 4 December 1996, and on 4 March, 4 June, 4 September and 4 December 1997. 28. The applicant’s lawyer applied for permission to visit the applicant on 25 April, 11 November, and 18 and 19 December 1996. Permission was granted for a first visit on 7 May 1996 and on the other occasions as requested. 29. Persons sentenced to death were allowed to send an unlimited number of letters. During the period 1995-98 the applicant sent thirty-one letters: twenty-four letters related to his criminal case and seven letters were to his relatives. The applicant applied for the first time to the Regional Directorate of the Ministry of the Interior for permission to send letters to his relatives on 17 September 1997. Thereafter he sent letters to his parents on 19 and 26 November and 31 December 1997, and on 5, 16, 20 and 30 January, 3 February, 11 March, 6 April, 15 May, 17 June, 6 July, 10 August, 15 September, 22 October, 13 November and 11 December 1998. He received letters from his parents on 18 and 29 September, 19 October, 20 November and 24 December 1997, and on 16 and 26 January, 6, 10 and 23 February, 14 and 16 March, 17 April, 14 May, 1 and 8 June, 1 and 30 July, 20 August, 29 September, 10, 22 and 27 October, 4, 20, 26 and 30 November and 4, 17 and 21 December 1998. 30. The Government further submitted that the Prosecutor-General had conducted a thorough investigation into the applicant’s and his parents’ complaints concerning the application of illegal methods of investigation in the applicant’s case, namely torture and brutal and inhuman treatment. The allegations had not been proved and had been found unsubstantiated. In fact, complaints by the applicant, his parents, his representative and his defence counsel were received on 11 March, 8 April, 13, 14 and 29 May, 24 July, 11 September and 25 October 1996, and on 5 and 17 March, 19 May and 25 July 1997, and answered on 20 and 23 March, 23 and 24 April, 23 May, 27 June, 1 August, 30 September and 14 November 1996, and on 28 and 31 March and 20 May 1997. On 31 July 1997 the exchange of letters and the proceedings concerning the complaints filed by the applicant and his parents were terminated pursuant to section 12 of the Act. 31. In a letter of 26 May 1998 the prison governor replied to a complaint lodged by the applicant’s father on 10 May 1998 informing him that persons sentenced to death were allowed to send twelve letters a year. He also stated that the applicant was aware of his rights and obligations. 32. In a letter of 10 August 1998 the Ivano-Frankivsk regional prosecutor informed the applicant’s father that visits and correspondence of persons sentenced to death were governed by the Instruction and not by the Act to which the applicant’s father had referred in his complaint. 33. In a written complaint of 4 September 1998 addressed to the regional prosecutor the applicant’s parents stated, inter alia, that they had not seen the applicant for three months, that since 5 July 1998 they had not received any letters from him, that on 2 September 1998 they had become aware that the applicant had been beaten and humiliated, that Mr Ivashko, the deputy governor of the prison, had intervened during their visit on 2 September 1998 when the applicant had spoken about his conditions of detention, and that, for a period of one year and six months, the applicant had been denied the possibility of a visit from a priest, despite his requests. 34. In a letter of 10 September 1998 the regional prosecutor informed the applicant’s father that the applicant’s visits and correspondence were governed by the national legislation and that the prison administration had acted within the limits of this legislation. 35. On 10 September 1998 the Ivano-Frankivsk deputy regional prosecutor sent a report to the Prosecutor-General. The report concerned the findings of the investigation carried out following the complaint by the applicant’s father about allegedly unlawful acts by the prison authorities in respect of the applicant’s correspondence and visits. The report concluded that the investigation had not established any violation of the applicant’s rights by the prison authorities. 36. On 11 September 1998 the applicant’s father sent a complaint to Mr Shtanko, the head of the State Department for the Execution of Sentences, to which the latter replied on 12 October 1998. The allegations he raised were similar to those in his complaint to the regional prosecutor of 4 September 1998. Mr Shtanko replied that the applicant had been placed in solitary confinement because he had broken the rules. Furthermore, an investigation had not established that any physical force had been used against the applicant or that the prison authorities had humiliated him or restricted his rights, as was confirmed by the applicant himself. The applicant’s father was also informed that visits, including visits by a priest, could be allowed by the Ivano-Frankivsk Regional Directorate of the Ministry of the Interior. 37. On 23 October 1998 the applicant’s parents submitted a request to the regional prosecutor, the Regional Directorate of the Ministry of the Interior and the prison governor that a commission of independent doctors be set up in order to examine the applicant’s state of health. They alleged that the inmates of the prison had been tortured, which resulted in a suicide attempt by one of them or an attempt on his life. On 3 November 1998 the applicant’s parents were informed by the prison governor that their request had been refused on the grounds that there had been no sign of torture or of the use of any other physical violence against the applicant and that his state of health was satisfactory. 38. On 23 and 24 October 1998 the applicant’s parents sent a letter to Mrs Leni Fischer, then President of the Parliamentary Assembly of the Council of Europe. They complained of torture inflicted on the applicant and one of his fellow inmates, Mr Kuznetsov, which had resulted in a suicide attempt by the latter, and alleged that they had been taken to hospital and that Mr Kuznetsov had been paralysed. The parents further complained that they had been prevented from seeing the applicant. 39. In a letter of 26 October 1998 the applicant’s parents informed the Commission that “in establishment BI 304/199 in Ivano-Frankivsk there [had] been an attempt to execute the unjustly condemned M. Kuznetsov and B. Poltoratskiy illegally, and [that] the Government [had] tried to conceal the fact”. 40. A handwritten medical report issued on 28 October 1998 was signed by the applicant. The report stated that the applicant did not show any signs of having been beaten and that his state of health was satisfactory. 41. In a handwritten statement of 28 October 1998 the applicant said that he had been treated properly by the prison authorities, that no physical violence had been employed, that all disciplinary measures imposed on him had been justified and that his parents’ complaints had not been substantiated. 42. The Regional Directorate for the Execution of Sentences of the Ministry of the Interior issued a report on 29 October 1998 in response to the applicant’s father’s complaint about alleged torture and his request for a commission of independent doctors to examine the applicant’s state of health. The report stated that on 28 October 1998 the applicant had been examined by the prison doctors who had found no signs of physical injury. It also stated that the applicant denied that he had been tortured. 43. In a letter of 30 October 1998 the deputy head of the Regional Directorate of the Ministry of the Interior informed the applicant’s mother that her complaint concerning torture to which the applicant had allegedly been subjected had been examined and found to be unsubstantiated. A medical examination of the applicant had not shown any signs of torture. Accordingly, there was no reason to set up a medical commission to investigate the allegations. 44. A letter of 2 November 1998 from the deputy regional prosecutor to the Prosecutor-General reported on the findings of the investigation carried out in connection with the applicant’s father’s complaint about restrictions on the applicant’s correspondence and visits, the interference by the prison authorities during the applicant’s parents’ visit on 2 September 1998 and the physical torture inflicted on the applicant. The letter said that, as regards the restriction on the applicant’s correspondence and visits, the father had wrongly relied on the Act, which did not apply to that category of prisoners, that the interference by a prison official had been justified, and that on 25 September 1998 the applicant had undergone a thorough medical examination which had not established any physical injuries. Finally, it explained that the applicant had been placed in solitary confinement on 26 August 1998 because he had broken the prison rules by refusing to let himself be examined by a prison warder upon his return from a daily walk outside the cell. 45. In a letter of 20 November 1998 the deputy regional prosecutor replied to the applicant’s mother’s complaint about the physical torture allegedly inflicted on the applicant and to her request for a medical examination of the applicant. He stated that on 28 October 1998 the applicant had undergone a medical examination which had established that the allegations were unsubstantiated. The medical report had been confirmed and signed by the applicant. 46. In a letter of 23 November 1998 the regional prosecutor informed the applicant’s father that his allegations about illegal acts on the part of the prison authorities had been found to be unsubstantiated. 47. In a letter of 30 November 1998 the deputy head of the Regional Directorate of the Ministry of the Interior informed the applicant’s representative, Mr Voskoboynikov, that he could not be granted permission to visit the applicant as the latter had already had a visit from his relatives that month. 48. In a letter of 8 December 1998 from the State Department for the Execution of Sentences the applicant’s father was informed that a thorough investigation had proved that his complaint about an illegal attempt to execute his son was unsubstantiated and that his son’s state of health was satisfactory. 49. On 22 December 1998 the applicant requested permission from the head of the Regional Directorate of the Ministry of the Interior to see a priest. His request was granted and he saw a priest on 26 December 1998. 50. In a letter of 15 February 1999 the prison governor informed the applicant’s father that his complaint of 22 January 1999 had been examined. He stated that persons sentenced to death were allowed to receive two parcels a year but no food parcels. 51. In a decision of 5 March 1999 the Senior Prosecutor rejected a criminal complaint by the applicant’s parents against the deputy regional prosecutor. He refused to institute criminal proceedings against the latter on the ground that there was no evidence of his having committed an offence. He stated, inter alia, that the Act did not apply to the conditions of detention of death-row prisoners. These were governed by the Instruction, which was covered by the rules on State secrecy. 52. According to the prison records, the applicant’s parents applied to visit the applicant on 19 September 1997, and on 4 March, 8 April, 19 June, 22 July, 2 November and 1 December 1998. Permission was given on 7 October 1997, and on 4 March, 22 April, 20 August, 17 November and 11 December 1998 for visits which took place on 4 December 1997 and 4 March, 12 June, 2 September and 26 November 1998 and on 4 January 1999. The request of 19 June 1998 was not granted. 53. According to the prison records, the applicant sent letters to his parents on 17 September, 19 and 26 November, and 31 December 1997, and on 5, 16, 20 and 30 January, 3 February, 11 March, 6 April, 15 May, 17 June, 6 July, 10 August, 15 September, 22 October, 13 November and 11 December 1998. He received letters from them and other persons on 18 and 29 September, 19 October, 20 November and 24 December 1997, and on 16 and 26 January (two letters), 6, 10, 17 and 23 February, 6, 14 and 16 March, 6, 17, 20, 27 and 29 April, 14 May, 1, 8 and 30 June, 1, 20 and 30 July, 20 August (two letters), 29 September, 10, 22 (two letters) and 27 October, 4, 13, 20, 26 and 30 November, 4, 17 and 21 December 1998. 54. In an undated document Mr Y.M. Pavlyuk, the deputy head of the isolation block, declared that during the period between 11 September 1997 and 18 December 1998, neither the applicant nor his parents had asked for permission for the applicant to see a priest. He further declared that during the said period no member of the clergy had asked for such permission. He signed the declaration. 55. According to the applicant’s medical card, the applicant was X-rayed and blood-tested on 23 April 1998. On 25 September, 1 and 28 October, 9, 19 and 27 November, 3, 10, 17 and 24 December 1998 the applicant was seen by a prison psychiatrist. 56. In a written request of 2 May 2000 to the head of the Ivano-Frankivsk Regional Department for the Execution of Sentences of the Ministry of the Interior, Mr Boyko, the applicant’s father, in his capacity as his legal representative, asked for a confidential meeting with the applicant in order to discuss issues concerning his application pending before the European Court of Human Rights. On 23 May 2000, following a further request lodged on 15 May 2000, he was granted permission for a normal visit on 5 June 2000. 57. On 16 May 2000 the applicant’s father complained to the Deputy Minister of the Interior that his request of 2 May 2000 for a confidential meeting had remained unanswered. 58. In a letter of 14 July 2000 the deputy head of the State Department for the Execution of Sentences, Mr V.A. Lyovochkin, replied that Mr Boyko had given the applicant’s father permission to visit the applicant on 5 June 2000 and that the visit had taken place as scheduled. He added that in accordance with Article 40 of the Correctional Labour Code, a lawyer could be given permission for a confidential meeting with his client on presentation of his licence and identity card. 59. Since the facts of the case were disputed, the Commission conducted an investigation, with the assistance of the parties, and took oral evidence from the following witnesses: the applicant; the applicant’s parents; Mr Bronislav S. Stichinskiy, Deputy Minister of Justice; Mr Drishchenko, Deputy Prosecutor-General; Mr Ivan V. Shtanko, Deputy Minister of the Interior; Mr Petro A. Yaremkiv, the governor of Ivano-Frankivsk Prison; Mr Bogdan V. Kachur, prison doctor; Mr Stanislav V. Prokhnitskiy, medical assistant; Mr Yuriy M. Pindus, assistant to the prison governor, who was on duty on 3 September 1998; Mr Fedir O. Savchuk, assistant to the prison governor, who was on duty during the night of 2 to 3 September 1998; Mr Igor P. Ivashko, the deputy governor of the prison; Mr Yaroslav M. Pavlyuk, the deputy head of the isolation block; Mr Valentin M. Nabiulin, the head of the Department for Supervision of Isolation Blocks and Prisons of the Directorate for the Execution of Sentences; Mr Oleksand V. Kmyta, the deputy head of the Ivano-Frankivsk Regional Directorate of the Ministry of the Interior; and Mr Anatoliy O. Boyko, the head of the Ivano-Frankivsk Regional Department for the Execution of Sentences of the Ministry of the Interior.\nThe Commission’s findings may be summarised as follows. 60. The applicant gave evidence before the delegates that he had been beaten on 2 September 1998 after the visit from his parents on the same day. During that visit, he had said to his parents that he had been beaten and called a beast. The applicant’s parents stated before the delegates that they had been told by their son on 2 September 1998 that he had been beaten and humiliated. The Commission observed, however, that the applicant denied before the delegates that he had been beaten before 2 September 1998. It considered, therefore, that it had not been established that the applicant had been beaten before 2 September 1998. 61. As to the events on 2 September 1998, the applicant stated before the delegates that, after the visit from his parents on that date, he had been taken to the “cinema room” where four persons, including Mr Pavlyuk, the deputy head of the isolation block on duty, were waiting for him with clubs. He had been asked three times to tell everything, but had refused and had been struck on his legs, hips, back and chest. He had returned to his cell and had written until the morning on four sheets of paper which had been included in a file. 62. The applicant further stated that he had been beaten on 10, 14 and 22 September 1998. One day, during a technical search of his cell, he had been taken out and ordered to get undressed so that his clothes could be checked. When he was naked, he had been beaten. He had been ordered to lie down on the floor with his face to the ground and his hands behind his head. He mentioned the name of K.Y. Hrevnin to the delegates. 63. The Commission considered that the applicant’s account contained a number of details and elements which it would not have expected to find in a fabricated story. It noted, however, that there was no record of any occurrence connected to the ill-treatment described by the applicant. The Commission accepted that the applicant may have been afraid to complain or to write to anyone, as he said. However, it accepted this argument with difficulty, having regard to the fact that he had not been scared when he had told his parents on 2 September 1998 that he had been beaten. Moreover, the prison psychiatrist saw him on 25 September 1998 and had not recorded any problems regarding his state of health or any injuries. The Commission added that the medical report of 28 October 1998, which the applicant had signed, concluded that he did not show any signs of having been beaten and that his state of health was satisfactory. 64. The Commission further noted that the applicant had signed a written statement on 28 October 1998 to the effect that he had been treated properly by the prison authorities, that no physical violence had been used against him, that all disciplinary measures imposed on him had been justified and that his parents’ complaints had not been substantiated. It took into account the fact that, before the delegates, the applicant had denied the contents of his statement, and pointed out that the practice of the prison authorities to require an inmate to confirm in writing that he had been treated properly by prison officers gave rise to suspicion. 65. As to the applicant’s parents’ submission before the delegates that, after the alleged beatings and torture on 2 September 1998, he had been transferred to Chukopovskiy Psycho-Neurological Hospital early in the morning of 3 September 1998 and had been placed in the intensive care unit where he had been given a blood transfusion, the Commission observed that, although the applicant had maintained that he had been beaten after his parents’ visit on 2 September 1998, he had denied that he had been transferred to hospital. This was corroborated by the statements of the prison doctor, the medical assistant, the governor’s assistant on duty at the time and the deputy governor, all of whom had been heard by the delegates. In addition, there was no documentary evidence proving that the applicant had been taken to hospital on the aforesaid date. The Commission did not consider the parents’ evidence on this point convincing or reliable. 66. The Commission found that there was no medical or other material evidence establishing that the applicant had sustained injury as a result of ill-treatment by prison officers in Ivano-Frankivsk Prison, as he had alleged. It had regard to the fact that the applicant had denied that he had been beaten before 2 September 1998 and had been transferred to hospital after that date, and that the absence of any use of force by prison officers on 2, 10, 14 and 22 September 1998 had been supported by the oral statements of the witnesses heard by its delegates. The Commission therefore found it impossible to establish, beyond reasonable doubt, that the applicant had been subjected to ill-treatment in prison as he had alleged. 67. The applicant’s parents sent a complaint to the regional prosecutor on 4 September 1998, claiming, inter alia, that they had become aware that the applicant had been beaten and humiliated by prison officers. They made similar allegations to the head of the State Department for the Execution of Sentences on 11 September 1998. On 12 October 1998 the latter informed the applicant’s father that the investigation had not established that any physical force had been used against his son or that the prison authorities had humiliated him or restricted his rights. He also stated that this finding had been confirmed in writing by the applicant himself. 68. On 23 October 1998 the applicant’s parents requested the regional prosecutor, the Regional Directorate of the Ministry of the Interior and the prison governor to set up an independent medical commission in order to examine the applicant’s state of health. They alleged that the prison’s inmates had been tortured, resulting in a suicide attempt by one of them, Mr Kuznetsov, or in an attempt on his life. On 30 October 1998 the applicant’s mother was informed by the deputy head of the Regional Directorate of the Ministry of the Interior that her complaint concerning the alleged torture of the applicant had been examined and found to be unsubstantiated and a medical examination of the applicant had not revealed any signs of torture. There was, accordingly, no reason to set up a medical commission to investigate her allegations. On 3 November 1998 the prison governor informed the applicant’s parents that their request had been refused on the grounds that there was no sign of torture or the use of any other form of physical violence against the applicant and that his state of health was satisfactory. In a letter of 20 November 1998 to the applicant’s parents, the deputy regional prosecutor confirmed that on 28 October 1998 the applicant had undergone a medical examination which had established that the parents’ allegations were unsubstantiated. Moreover, on 2 November 1998 the deputy regional prosecutor sent a letter to the Prosecutor-General which reported on the results of the investigation carried out in connection with, inter alia, the allegations that the applicant had been physically tortured. The letter confirmed that on 25 September 1998 the applicant had undergone a thorough medical examination which had not revealed any physical injury. 69. The Commission noted that on 8 December 1998 the applicant’s father had received a letter from the State Department for the Execution of Sentences stating that a thorough investigation had proved that his complaint about an attempt to execute his son was unsubstantiated and that the latter’s state of health was satisfactory. The domestic investigation had then ended on 5 March 1999 with a decision by the Senior Prosecutor on the applicant’s parents’ criminal complaint against the regional prosecutor. The Senior Prosecutor had refused to institute criminal proceedings on the ground that no criminal offence had been established. 70. The Commission found that there were no contemporaneous records giving details of any investigation which the domestic authorities had carried out into the applicant’s parents’ allegations of the events in September 1998. It had not seen a single document proving that an investigation had been carried out by any domestic authorities other than those directly involved in the facts of which the applicant’s parents complained. Moreover, the medical report of 28 October 1998 had been drafted almost two months after the applicant’s alleged ill-treatment and the applicant had not been seen by the prison doctor or prison psychiatrist between 23 April and 25 September 1998. 71. The Commission found that the eight death-row inmates at Ivano-Frankivsk Prison, including the applicant, were being kept in single cells without the opportunity to communicate with other inmates. The applicant’s cell measured 2 x 5 x 3 m. There was an open toilet, a washbasin with a cold-water tap, two beds, a table and a little bench, both fixed to the floor, central heating and a window with bars. The applicant had some books, newspapers, a chess set, a stock of soap and toilet paper, some fruit and other food. During the delegates’ visit on 24 and 25 November 1998, the cell had been overheated, particularly in comparison with other rooms in the prison. The light was on twenty-four hours a day and the central radio was switched off at night. The inmates were frequently observed by prison warders through a spy hole in the door of the cell, which deprived them of any kind of privacy. The cell was freshly painted, from which the inference might be drawn that conditions had been worse prior to the delegates’ visit. The Commission accepted the applicant’s evidence that between 24 February and 24 March 1998 there had been no tap or washbasin in his cell, but only a small pipe on the wall near the toilet, that the water supply could only be turned on from the corridor, that the walls were covered with faeces and that the bucket for flushing the toilet had been taken away. The Commission found the applicant’s evidence – which was not contested by the Government – persuasive. 72. The Commission also accepted the applicant’s evidence that, until May 1998, the window in his cell had been shuttered and that he had not been allowed to take daily outdoor walks. 73. Concerning the applicant’s parents’ requests to visit him, the Commission found that, apart from the parents’ request of 19 June 1998, all had been granted. The parents had applied to visit their son on 19 September 1997 and on 4 March, 8 April, 22 July, 2 November and 1 December 1998. Permission had been given on 7 October 1997 and on 4 March, 22 April, 20 August, 17 November and 11 December 1998 for visits which had taken place on 4 December 1997 and 4 March, 12 June, 2 September and 26 November 1998 and 4 January 1999. The Commission noted that the parents’ requests to visit the applicant had mostly been granted for a date two or three months after the request had been made. Moreover, two warders had been present during the visits, who were authorised to interrupt the conversation if they considered that the parents or the applicant had said anything “untrue”. 74. Regarding the applicant’s correspondence, the Commission noted that the applicant had applied for the first time to the Regional Directorate of the Ministry of the Interior for permission to send a letter to his relatives on 17 September 1997. Thereafter he had sent letters to his parents on 19 and 26 November 1997, 31 December 1997, and on 5, 16, 20 and 30 January, 3 February, 11 March, 6 April, 15 May, 17 June, 6 July, 10 August, 15 September, 22 October, 13 November and 11 December 1998. He had received letters from his parents on 18 and 29 September, 19 October, 20 November and 24 December 1997, and on 16 and 26 January, 6, 10 and 23 February, 14 and 16 March, 17 April, 14 May, 1 and 8 June, 1 and 30 July, 20 August, 29 September, 10, 22 and 27 October, 4, 20, 26 and 30 November and 4, 17 and 21 December 1998. 75. The Commission could not establish with sufficient clarity whether the applicant or his parents had asked for permission for a priest to come to see the applicant. It nevertheless found that while the applicant had seen a priest on 26 December 1998 following his request of 22 December 1998, there had been no regular visits to inmates by any chaplain.",
"Protection of property Every natural or legal person is entitled to the peaceful enjoyment of his possessions. No one shall be deprived of his possessions except in the public interest and subject to the conditions provided for by law and by the general principles of international law. The preceding provisions shall not, however, in any way impair the right of a State to enforce such laws as it deems necessary to control the use of property in accordance with the general interest or to secure the payment of taxes or other contributions or penalties. 32 33",
"Prohibition of torture No one shall be subjected to torture or to inhuman or degrading treatment or punishment. Have agreed as follows:",
"Freedom of expression 1. Everyone has the right to freedom of expression. This right shall include freedom to hold opinions and to receive and impart information and ideas without interference by public authority and regardless of frontiers. This Article shall not prevent States from requiring the licensing of broadcasting, television or cinema enterprises. 2. The exercise of these freedoms, since it carries with it duties and responsibilities, may be subject to such formalities, conditions, restrictions or penalties as are prescribed by law and are necessary in a democratic society, in the interests of national security, territorial integrity or public safety, for the prevention of disorder or crime, for the protection of health or morals, for the protection of the reputation or rights of others, for preventing the disclosure of information received in confidence, or for maintaining the authority and impartiality of the judiciary."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

SentenceTransformer based on nlpaueb/legal-bert-base-uncased

This is a sentence-transformers model finetuned from nlpaueb/legal-bert-base-uncased. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for retrieval.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: nlpaueb/legal-bert-base-uncased
Maximum Sequence Length: 512 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity
Supported Modality: Text

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'BertModel'})
  (1): Pooling({'embedding_dimension': 768, 'pooling_mode': 'mean', 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    '7.  The applicants were born in 1945 and 1941 respectively and live in Gdańsk. 8.  The applicants share a plot of land and a house with another family (hereinafter: the neighbours). 9.  On 17 June 1987 they filed with the Gdańsk District Court (Sąd Rejonowy) a petition in which they requested that the co-ownership of the plot of land and the house be dissolved. 10.  On 19 April 1989 the court forbade the neighbours to carry out any modifications in the cellar until the completion of the proceedings. On 27 September 1989 a similar order concerning the whole house was issued in respect of the applicants. 11.  On 3 June 1992 the Gdańsk District Court gave judgment. The neighbours appealed and on 11 March 1993 the Gdańsk Regional Court quashed the judgment and remitted the case for re-examination. 12.  Subsequently, the District Court held a number of hearings and ordered several expert opinions. 13.  On 28 October 1996 it forbade the neighbours to carry out any works in the house. On 23 May 1997 the Regional Court dismissed their appeal against that decision. 14.  In its letter of 30 January 1997 the Ministry of Justice confirmed that the proceedings were lengthy and found that the applicants’ neighbours had contributed to the delay by their petitions contesting the expert opinions. It further noted that since 1994 the President of the Gdańsk Regional Court had supervised the course of the proceedings and made monthly reports on their progress. However, the Ministry found these measures ineffective and decided to take the proceedings under its administrative supervision. 15.  The proceedings are still pending.',
    'Right to a fair trial 1. In the determination of his civil rights and obligations or of any criminal charge against him, everyone is entitled to a fair and public hearing within a reasonable time by an independent and impartial tribunal established by law. Judgment shall be pronounced publicly but the press and public may be excluded from all or part of the trial in the interests of morals, public order or national security in a democratic society, where the interests of juveniles or the protection of the private life of the parties so require, or to the extent strictly necessary in the opinion of the court in special circumstances where publicity would prejudice the interests of justice. 2. Everyone charged with a criminal offence shall be presumed innocent until proved guilty according to law. 9 3. Everyone charged with a criminal offence has the following minimum rights: (a) to be informed promptly, in a language which he understands and in detail, of the nature and cause of the accusation against him; (b) to have adequate time and facilities for the preparation of his defence; (c) to defend himself in person or through legal assistance of his own choosing or, if he has not sufficient means to pay for legal assistance, to be given it free when the interests of justice so require; (d) to examine or have examined witnesses against him and to obtain the attendance and examination of witnesses on his behalf under the same conditions as witnesses against him; (e) to have the free assistance of an interpreter if he cannot understand or speak the language used in court.',
    'Right to marry Men and women of marriageable age have the right to marry and to found a family, according to the national laws governing the exercise of this right.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7361, 0.2542],
#         [0.7361, 1.0000, 0.3289],
#         [0.2542, 0.3289, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

Size: 12,180 training samples
Columns: sentence1, sentence2, and sentence3

Approximate statistics based on the first 1000 samples:

	sentence1	sentence2	sentence3
type	string	string	string
details	min: 149 tokens mean: 448.29 tokens max: 512 tokens	min: 15 tokens mean: 216.86 tokens max: 422 tokens	min: 15 tokens mean: 111.68 tokens max: 422 tokens

Samples:

sentence1	sentence2	sentence3
11. At the beginning of the events relevant to the application, K. had a daughter, P., and a son, M., born in 1986 and 1988 respectively. P.’s father is X and M.’s father is V. From March to May 1989 K. was voluntarily hospitalised for about three months, having been diagnosed as suffering from schizophrenia. From August to November 1989 and from December 1989 to March 1990, she was again hospitalised for periods of about three months on account of this illness. In 1991 she was hospitalised for less than a week, diagnosed as suffering from an atypical and undefinable psychosis. It appears that social welfare and health authorities have been in contact with the family since 1989. 12. The applicants initially cohabited from the summer of 1991 to July 1993. In 1991 both P. and M. were living with them. From 1991 to 1993 K. and X were involved in a custody and access dispute concerning P. In May 1992 a residence order was made transferring custody of P. to X. 13. K. was again hospitalis...	Right to respect for private and family life 1. Everyone has the right to respect for his private and family life, his home and his correspondence. 2. There shall be no interference by a public authority with the exercise of this right except such as is in accordance with the law and is necessary in a democratic society in the interests of national security, public safety or the economic well-being of the country, for the prevention of disorder or crime, for the protection of health or morals, or for the protection of the rights and freedoms of others.	`Prohibition of collective expulsion of aliens Collective expulsion of aliens is prohibited.`
9. In June 1949 plots of agricultural land owned by the applicant’s father were expropriated by the former Doksy District National Council (okresní národní výbor) under the Czechoslovak New Land Reform Act No. 46/1948 (“the 1948 Act”). The applicant’s father had never obtained any compensation. In 1957 some of these plots were transferred to the ownership of natural persons in an assignment procedure under the 1948 Act. In 1977 the applicant’s father died and the applicant’s rights over his estate were confirmed. 10. After the fall of the communist regime in Czechoslovakia, the Act No. 229/1991 on Adjustment of Ownership Rights in respect of Land and Other Agricultural Property (“zákon o půdě”, the “Land Ownership Act”) entered into force on 24 June 1991. The Act provided that the 1948 Act was no longer applicable and that under certain conditions property confiscated pursuant to that Act without compensation could be returned to its former owners or their heirs if it was still in th...	Right to a fair trial 1. In the determination of his civil rights and obligations or of any criminal charge against him, everyone is entitled to a fair and public hearing within a reasonable time by an independent and impartial tribunal established by law. Judgment shall be pronounced publicly but the press and public may be excluded from all or part of the trial in the interests of morals, public order or national security in a democratic society, where the interests of juveniles or the protection of the private life of the parties so require, or to the extent strictly necessary in the opinion of the court in special circumstances where publicity would prejudice the interests of justice. 2. Everyone charged with a criminal offence shall be presumed innocent until proved guilty according to law. 9 3. Everyone charged with a criminal offence has the following minimum rights: (a) to be informed promptly, in a language which he understands and in detail, of the nature and cause of the acc...	Right to liberty and security 1. Everyone has the right to liberty and security of person. No one shall be deprived of his liberty save in the following cases and in accordance with a procedure prescribed by law: (a) the lawful detention of a person after conviction by a competent court; (b) the lawful arrest or detention of a person for noncompliance with the lawful order of a court or in order to secure the fulfilment of any obligation prescribed by law; (c) the lawful arrest or detention of a person effected for the purpose of bringing him before the competent legal authority on reasonable suspicion of having committed an offence or when it is reasonably considered necessary to prevent his committing an offence or fleeing after having done so; (d) the detention of a minor by lawful order for the purpose of educational supervision or his lawful detention for the purpose of bringing him before the competent legal authority; (e) the lawful detention of persons for the prevention of the...
8. In 1991 Mr Dušan Slobodník, a research worker in the field of literature, published an autobiography entitled Paragraph: Polar Circle. He described in it, inter alia, his conviction by a Soviet military tribunal in 1945 on the ground that he had been ordered to spy on the Soviet army after having been enrolled, in 1944 when he was 17 years old, in a military training course organised by Germans. In the book, Mr Slobodník also wrote about his detention in Soviet gulags and his rehabilitation by the Supreme Court of the Union of the Soviet Socialist Republics in 1960. In June 1992 Mr Slobodník became Minister for Culture and Education of the Slovak Republic. 9. On 20 July 1992 the newspaper Telegraf published a poem by the applicant. It was dated 17 July 1992 (the day when the sovereignty of the Slovak Republic was solemnly proclaimed) and entitled “Good night, my beloved” (“Dobrú noc, má milá”). One of its verses read as follows:
“In Prague prisoner Havel is giving up his president...	Freedom of expression 1. Everyone has the right to freedom of expression. This right shall include freedom to hold opinions and to receive and impart information and ideas without interference by public authority and regardless of frontiers. This Article shall not prevent States from requiring the licensing of broadcasting, television or cinema enterprises. 2. The exercise of these freedoms, since it carries with it duties and responsibilities, may be subject to such formalities, conditions, restrictions or penalties as are prescribed by law and are necessary in a democratic society, in the interests of national security, territorial integrity or public safety, for the prevention of disorder or crime, for the protection of health or morals, for the protection of the reputation or rights of others, for preventing the disclosure of information received in confidence, or for maintaining the authority and impartiality of the judiciary.	`Prohibition of torture No one shall be subjected to torture or to inhuman or degrading treatment or punishment. Have agreed as follows:`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false,
    "directions": [
        "query_to_doc"
    ],
    "partition_mode": "joint",
    "hardness_mode": null,
    "hardness_strength": 0.0
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
learning_rate: 2e-05
warmup_steps: 0.1
fp16: True

All Hyperparameters

Click to expand

do_predict: False
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 8
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 3
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: None
warmup_ratio: None
warmup_steps: 0.1
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
enable_jit_checkpoint: False
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
use_cpu: False
seed: 42
data_seed: None
bf16: False
fp16: True
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: -1
ddp_backend: None
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
group_by_length: False
length_column_name: length
project: huggingface
trackio_space_id: trackio
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_for_metrics: []
eval_do_concat_batches: True
auto_find_batch_size: False
full_determinism: False
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_num_input_tokens_seen: no
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: True
use_cache: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.6562	500	2.5875
1.3123	1000	2.3216
1.9685	1500	2.2555
2.6247	2000	2.1670

Training Time

Training: 44.4 minutes

Framework Versions

Python: 3.12.13
Sentence Transformers: 5.4.1
Transformers: 5.0.0
PyTorch: 2.10.0+cu128
Accelerate: 1.13.0
Datasets: 4.0.0
Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{oord2019representationlearningcontrastivepredictive,
      title={Representation Learning with Contrastive Predictive Coding},
      author={Aaron van den Oord and Yazhe Li and Oriol Vinyals},
      year={2019},
      eprint={1807.03748},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1807.03748},
}